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Home - Product Perfect
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Leveraging AI, Transforming Organizations
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Product Perfect is a software consulting firm, specializing in legacy modernization and application redevelopment. Based in Orange County, Southern California, we service clients in all industries across the United States and Canada.
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How modern technology frameworks affect the aerospace industry.
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Full Extracted Text Corpus 934,043 chars · 129,091 words · 124 pages · Law I
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◈ Homepage — https://www.productperfect.com/Identity Services Industries Insights Contact Leveraging AI, Transforming Organizations Product Perfect - a software consulting firm focused on leveraging AI to modernize and redevelop software applications for the enterprise. Read the case studies “We’ve helped clients harness AI and modernize their flagship apps along the way.” Jeff Sherwood Sr. Consultant, Product Perfect How modern technology frameworks affect the aerospace industry. Chad Collins, Sr. Consultant, Product Perfect, talks about the impact of modern technology frameworks on the aerospace industry. Read the Interview Technology consulting for the artificial intelligence age From AI model creation to multi-year mainframe modernization efforts, we're a full-service software consulting firm. Services View All Services Industries View All Industries Case Studies Review Case Studies Deliverables Preview Deliverables Whitepapers Read the Whitepapers Interviews See the Interviews Software consultants at work in every time zone Supporting mid to large sized clients around the world in their software and technology projects. Insights A collection of articles from our own Product Perfect software architects and consultants, currently working with clients from around the world. Insights Connect with our team for a focused, collaborative session. Schedule Call Discovery Call Senior consultants with previous experience with these types of projects can set the stage for a well-framed engagement. Discovery Call Details Product Deep-Dive A focused session on your specific software applications, platforms, or projects to set up an assessment or engagement. Deep Dive Call Details IDENTITY Identity Team Mission Careers CORE COMPETENCIES Modernization Aesthetics CONTACT US Schedule a Call Contact Us SERVICES Artificial Intelligence Analytics Application Facelifts Application Redevelopment AR/VR Development Automation Business Intelligence Cloud Infrastructure Custom Software Development CRM Cybersecurity Data & Databases DevOps ERP Mainframe Modernization Technology Assessments INDUSTRIES Aerospace & Defense Automotive Financial/Banking Financial/Mortgage Financial/Tax Government Healthcare Legal Logistics Pharmaceutical Real Estate INSIGHTS Case Studies Interviews Whitepapers Slide Decks Sample Deliverables Insights Copyright © 2025 Product Perfect LLC. All rights reserved. Home Legal Site Map ◈ Interior Pages — 124 pages crawledCybersecurity - Threat Intelligence - Product Perfect Identity About Us Identity Team Our Mission Careers Careers Core Competencies Modernization Aesthetics Featured Articles Blog How VR, AR, and the metaverse will change our lives - maybe Read Now Blog Talking to robots - the boundaries of what is possible with AI and ChatGPT Read Now Home Contact Us Sitemap Services Featured Other Technology Services Application-Modernization Application Facelifts Application Redevelopment Mainframe Modernization Assessments Enterprise Application Topology Limited Integration Application Integration Data and Database Integration Private Equity Acquisition IT Roadmap and Strategy Application Redesign Artificial Intelligence Hyper-Personalization Autonomous Systems Predictive Analysis Conversational Systems Patterns & Anomalies Recognition Systems Goal-Driven Systems Natural Language Processing AR/VR Development AR Development VR Development Automation RPA AIOps Hyperautomation Scripted Systems Chatbots Business Intelligence Analytics Cloud Infrastructure Cloud-as-a-Service Cloud Management Digital Transformation Cybersecurity App Security Data Security Cloud & Infrastructure Security Compliance Threat Intelligence Attack Resiliency CRM Custom Software Development Development Process Data & Databases Data Governance Strategy Data Warehouses Database Creation & Consolidation Enterprise Data Planning, & Strategy DevOps Continuous Integration (CI/CD) ERP Home Contact Us Sitemap Industries Industries Aerospace & Defense Automotive Banking Government Healthcare Legal Logistics Mortgage Pharmaceutical Tax Real Estate Featured Articles Blog Data estates: the urban sprawl of the data world Read Now Blog Why aerospace software is decades behind Read Now Blog The modern vehicle - developers are taking to the streets Read Now Home Contact Us Sitemap Insights Case studies Legal Industry Case Studies Real Estate Data Industry Case Studies Pharma Industry Case Studies View All Case Studies Sample Deliverables Sample Software Design Deliverables Sample Tech Assessments Deliverables View All Sample Deliverables Whitepapers Exiting the Mainframe Strategies Financial, Tax, Mortgage Introduce RPA as a New Capability How Companies Can Start Using AI DevOps Team Formulation View All Whitepapers Slide Decks Exiting the Mainframe Strategies Financial, Tax, Mortgage Getting Started with AI Introduce RPA as a New Capability Deepfakes are Changing the World View All Slide Decks Interviews Fintech UI Facelift How Design Defines Culture Financial Firms and Compliance Aerospace Industry Impacted by Tech Government Software Modernization Psych Barriers to Modernization View All Interviews Videos The Mainframe Dilemma The Mainframe Generation Forging Perfect Software INSIGHTS Insights Home All Posts RECENT POSTS How IT executives leverage AI The lift - servers to the cloud Marketing to the tech consumer What cybersecurity really costs The BI platform revolution DevOps and Kubernetes Security log files can save you $$ Modernizing government software Modern logistics breakthroughs A practical guide to a modern CRM Home Contact Us Sitemap Contact USA Offices Brea, California, USA Schedule Consultation Discovery Call Deep Dive Call Contact Information Get Support Client Support Employee Support Sales Support Featured Articles Blog The omnicloud is becoming omniscient Read Now Blog DevOps success: improving application performance with deeper analytics Read Now Blog AWS cloud services: winners, losers, and pet projects Read Now Home Contact Us Sitemap Contactar a Ventas Ver Demostración Threat Intelligence Threat intelligence benefits organizations of all shapes and sizes Helping clients gather insights from the shadows of their infrastructure - every IP, every port The hard numbers: what cybersecurity really costs Read Now Types of threat intelligence services Threat intelligence begins with building out systems and processes that act as buffers against cybersecurity threats. NOC (Network Operations Center) An established a powerful framework for network operations, enabling an agile infrastructure with emphasis on stability, availability, and service. Hands on assistance and responsive support model for network operational needs. Visibility and Visualization Cybersecurity threats can be visualized. Enterprises should look to the deployment of concept models to better understand network needs, layout, and roadmaps for optimal protection. Threat intelligence involves peering into network activity and layout, and facing both inward and outward threats. Software Customization Custom software and business-adjacent apps usually encounter custom cybersecurity threats. The Development and integration of custom software solutions better integrates into enterprise models for optimal outcomes. Insight and Predictive Models Aggregating all available and accessible data fields to generate powerful prediction models to enhance current and future threat intelligence. Maintain awareness of all evolving attack-surfaces to prepare for the latest and deadliest cybersecurity threats. Keeping up perpetually with ever-shifting threat patterns The cyber landscape is constantly evolving with threat-trends emerging on a daily basis. Cyber intelligence is a must-have asset for scaling enterprises looking to secure their brand and also establish themselves as global leaders. Product Perfect delivers an intelligence model tailored to a company’s native infrastructure, readying them for current and future threats. Remember, vulnerabilities are rapidly expanding. In 2021 alone, there were over 19,000 network facing vulnerabilities capable of leading to breach events. Intelligence today for a smarter tomorrow What powerful threat intelligence brings to your business Removal of problematic internal vulnerabilities Insight-driven intelligence models mitigates common, but dangerous, internal weaknesses that can spiral into disaster scenarios. Threat intelligence locates fault lines within an organization, such as IOC, redundant logins, human error, and social engineering schema, and looks to eliminate or reduce their liability. Development of strategic reports and analysis Discuss and deliberate with executive and board staff to generate confidence with information-backed reporting. Companies need to capture broadening trends and develop models to establish long-term decisions for future stability; this is often done via formalized, data driven, reporting Procedure development and intelligence response Companies need well-developed procedures for creating fine-tuned responses before, during, and after potential breach events. Top priorities against cyber threats include mitigating downtime, protecting internal data, and reducing exposure across all network nodes. Mapping of threat and malicious profiles Building threat profiles allows for guided and precise responses against attacks. Grade and tier malware, ransomware, social engineering campaigns, dangerous network climates, and other cyber-hostiles for total readiness against any potential attack. Data-driven attack forensics and analysis Develop holistic reports to fully understand attack and breach events, from entry point of cyberattacks to end result. Furthering your understanding of an infrastructure’s weaknesses for better defensive network architecture. Full cybersecurity consulting services 7 areas of coverage for any size of organization. Cybersecurity We work with our clients to assess, reverse-engineer, evaluate, and reform enterprise applications to be cyber-aware, and to adhere to long-standing and widely accepted security practices. Read More App Security We work with our clients to assess, reverse-engineer, evaluate, and reform enterprise applications to be cyber-aware, and to adhere to long-standing and widely accepted security practices. Read More Data Security We situate and engage with client data executives and engineers to establish in Automotive - Product Perfect Identity About Us Identity Team Our Mission Careers Careers Core Competencies Modernization Aesthetics Featured Articles Blog How VR, AR, and the metaverse will change our lives - maybe Read Now Blog Talking to robots - the boundaries of what is possible with AI and ChatGPT Read Now Home Contact Us Sitemap Services Featured Other Technology Services Application-Modernization Application Facelifts Application Redevelopment Mainframe Modernization Assessments Enterprise Application Topology Limited Integration Application Integration Data and Database Integration Private Equity Acquisition IT Roadmap and Strategy Application Redesign Artificial Intelligence Hyper-Personalization Autonomous Systems Predictive Analysis Conversational Systems Patterns & Anomalies Recognition Systems Goal-Driven Systems Natural Language Processing AR/VR Development AR Development VR Development Automation RPA AIOps Hyperautomation Scripted Systems Chatbots Business Intelligence Analytics Cloud Infrastructure Cloud-as-a-Service Cloud Management Digital Transformation Cybersecurity App Security Data Security Cloud & Infrastructure Security Compliance Threat Intelligence Attack Resiliency CRM Custom Software Development Development Process Data & Databases Data Governance Strategy Data Warehouses Database Creation & Consolidation Enterprise Data Planning, & Strategy DevOps Continuous Integration (CI/CD) ERP Home Contact Us Sitemap Industries Industries Aerospace & Defense Automotive Banking Government Healthcare Legal Logistics Mortgage Pharmaceutical Tax Real Estate Featured Articles Blog Data estates: the urban sprawl of the data world Read Now Blog Why aerospace software is decades behind Read Now Blog The modern vehicle - developers are taking to the streets Read Now Home Contact Us Sitemap Insights Case studies Legal Industry Case Studies Real Estate Data Industry Case Studies Pharma Industry Case Studies View All Case Studies Sample Deliverables Sample Software Design Deliverables Sample Tech Assessments Deliverables View All Sample Deliverables Whitepapers Exiting the Mainframe Strategies Financial, Tax, Mortgage Introduce RPA as a New Capability How Companies Can Start Using AI DevOps Team Formulation View All Whitepapers Slide Decks Exiting the Mainframe Strategies Financial, Tax, Mortgage Getting Started with AI Introduce RPA as a New Capability Deepfakes are Changing the World View All Slide Decks Interviews Fintech UI Facelift How Design Defines Culture Financial Firms and Compliance Aerospace Industry Impacted by Tech Government Software Modernization Psych Barriers to Modernization View All Interviews Videos The Mainframe Dilemma The Mainframe Generation Forging Perfect Software INSIGHTS Insights Home All Posts RECENT POSTS How IT executives leverage AI The lift - servers to the cloud Marketing to the tech consumer What cybersecurity really costs The BI platform revolution DevOps and Kubernetes Security log files can save you $$ Modernizing government software Modern logistics breakthroughs A practical guide to a modern CRM Home Contact Us Sitemap Contact USA Offices Brea, California, USA Schedule Consultation Discovery Call Deep Dive Call Contact Information Get Support Client Support Employee Support Sales Support Featured Articles Blog The omnicloud is becoming omniscient Read Now Blog DevOps success: improving application performance with deeper analytics Read Now Blog AWS cloud services: winners, losers, and pet projects Read Now Home Contact Us Sitemap Contactar a Ventas Ver Demostración Automotive Driving digital transformation Data utilization for automobiles is nowhere near its fullest potential The modern vehicle - developers are taking to the streets Read Now Data Density in the auto industry The Connected Vehicle Data collection started in the automobile industry decades ago with GM’s OnStar’s infotainment interfaces. Today’s Teslas are data producing machines that track a car’s every movement, generating accurate roadmaps for tomorrow’s self-driving cars. Data is driving cars and the automotive industry. Automotive Data & Analytics Analytics, artificial intelligence , and machine learning can optimize production planning, scheduling, inventory control and supply chain logistics to optimize an automobile manufacturer’s business. Analytics can help on every step of the automobile manufacturer’s journey – from product development to supply chain visibility to manufacturing, then onto marketing and sales. Customer Data Integration Digital interfacing is revolutionizing the way automobile manufacturers are connecting with their customers and potential customers. 24/7 connectivity, social media, instant messaging apps, the IoT, 5G, and real-time marketing is radically altering the traditional dealer model and allowing car manufacturers to make the buying experience more satisfying. Proudly supporting automotive data platforms How the automotive data and ecommerce industry is grappling with financial change Angie Ruthenberg, Automotive Industry Analyst, talks about how the automotive data and ecommerce industry is grappling with financial change. Read the interview $2.9 Billion The global automotive artificial intelligence (AI) market size was estimated at USD 2.9 billion in 2021 and is projected to reach USD 19.1 billion by 2030, registering a CAGR of 23.3% from 2022 to 2030. www.precedenceresearch.com Features of the future automobile Product Development Cars of the future will be connected to mobile devices, intelligent, and autonomous. Vehicle-to-vehicle communication requires intense computational power and lots of data. The integration of the cloud in the automotive industry will revolutionize product development to go beyond the considerations of just the user. Vehicles of the future will use data to self-configure to a driver’s preferences, avoid collisions, and reduce traffic congestion. Supply Chain Visibility Advanced supply chain analytics tracks the real-time movement and assembly of parts and people. Vehicle parts and employee tracking allows for safer, more efficient transportation and deployment of capital goods. Reducing bottlenecks in the delivery of parts ultimately reduces holding and carrying costs. Manufacturing Analytics Manufacturing analytics focuses on collecting and analyzing data to provide data-driven key performance indicators. Manufacturers can track operational equipment effectiveness for a machine, a work cell, a plant, or even for the entire company. It allows for granular detail when understanding machine or person’s output, such as the tightness of a screw on a carburetor and the likelihood of its failure. Personalized Marketing Mobile apps, social media, and instant messaging have created new and powerful customer touchpoints that enable brand connection. This plethora of data will add value for automobile companies who look to build out their CRM , marketing, behavioral systems , and powerful customer analytics atop their data sets to create memorable, location-based experiences. Marketing departments can further personalize and deploy targeted campaigns based on consumer preferences. Expert automotive data services and solutions for optimal valuation and pricing analysis Our team of expert engineers, data experts, and analysts specializes in automotive data. Providing a range of data-driven methodologies, solutions, and services for optimal valuation and pricing analysis. Including inventory management, data standardization, governance, integration, and quality. We are a company with a team of expert engineers, data experts, and analysts who bring industry experience to the table. We specialize in automotive data, including Kelley Blue Book and Carvana. Our team uses data-driven methodologies to provide insights into vehicle valuation and pricing analysis, inventory management, data standardization, data governance, data integration, and data quality. We also Slides - Getting Started with Artificial Intelligence Identity About Us Identity Team Our Mission Careers Careers Core Competencies Modernization Aesthetics Featured Articles Blog How VR, AR, and the metaverse will change our lives - maybe Read Now Blog Talking to robots - the boundaries of what is possible with AI and ChatGPT Read Now Home Contact Us Sitemap Services Featured Other Technology Services Application-Modernization Application Facelifts Application Redevelopment Mainframe Modernization Assessments Enterprise Application Topology Limited Integration Application Integration Data and Database Integration Private Equity Acquisition IT Roadmap and Strategy Application Redesign Artificial Intelligence Hyper-Personalization Autonomous Systems Predictive Analysis Conversational Systems Patterns & Anomalies Recognition Systems Goal-Driven Systems Natural Language Processing AR/VR Development AR Development VR Development Automation RPA AIOps Hyperautomation Scripted Systems Chatbots Business Intelligence Analytics Cloud Infrastructure Cloud-as-a-Service Cloud Management Digital Transformation Cybersecurity App Security Data Security Cloud & Infrastructure Security Compliance Threat Intelligence Attack Resiliency CRM Custom Software Development Development Process Data & Databases Data Governance Strategy Data Warehouses Database Creation & Consolidation Enterprise Data Planning, & Strategy DevOps Continuous Integration (CI/CD) ERP Home Contact Us Sitemap Industries Industries Aerospace & Defense Automotive Banking Government Healthcare Legal Logistics Mortgage Pharmaceutical Tax Real Estate Featured Articles Blog Data estates: the urban sprawl of the data world Read Now Blog Why aerospace software is decades behind Read Now Blog The modern vehicle - developers are taking to the streets Read Now Home Contact Us Sitemap Insights Case studies Legal Industry Case Studies Real Estate Data Industry Case Studies Pharma Industry Case Studies View All Case Studies Sample Deliverables Sample Software Design Deliverables Sample Tech Assessments Deliverables View All Sample Deliverables Whitepapers Exiting the Mainframe Strategies Financial, Tax, Mortgage Introduce RPA as a New Capability How Companies Can Start Using AI DevOps Team Formulation View All Whitepapers Slide Decks Exiting the Mainframe Strategies Financial, Tax, Mortgage Getting Started with AI Introduce RPA as a New Capability Deepfakes are Changing the World View All Slide Decks Interviews Fintech UI Facelift How Design Defines Culture Financial Firms and Compliance Aerospace Industry Impacted by Tech Government Software Modernization Psych Barriers to Modernization View All Interviews Videos The Mainframe Dilemma The Mainframe Generation Forging Perfect Software INSIGHTS Insights Home All Posts RECENT POSTS How IT executives leverage AI The lift - servers to the cloud Marketing to the tech consumer What cybersecurity really costs The BI platform revolution DevOps and Kubernetes Security log files can save you $$ Modernizing government software Modern logistics breakthroughs A practical guide to a modern CRM Home Contact Us Sitemap Contact USA Offices Brea, California, USA Schedule Consultation Discovery Call Deep Dive Call Contact Information Get Support Client Support Employee Support Sales Support Featured Articles Blog The omnicloud is becoming omniscient Read Now Blog DevOps success: improving application performance with deeper analytics Read Now Blog AWS cloud services: winners, losers, and pet projects Read Now Home Contact Us Sitemap Contactar a Ventas Ver Demostración Get the Slide Deck for Getting Started with Artificial Intelligence Get up to speed on the basics of ai, and how your organization can jumpstart an ai practice without disrupting current projects or momentum. By clicking below, you consent to receiving a limited number of emails from Product Perfect. Don't worry - we will keep it brief. See All Slide Decks File should have downloaded. Check browser downloads area and ensure pop-up blockers are disabled if you're not seeing the file. Oops! Something went wrong while submitting the form. Identity Identity Team Mission Careers Core Competencies Modernization Aesthetics Contact Us Schedule a Call Contact Us Services Artificial Intelligence Analytics Application Facelifts Application Redevelopment AR/VR Development Automation Business Intelligence Cloud Infrastructure Custom Software Development CRM Cybersecurity Data & Databases DevOps ERP Mainframe Modernization Technology Assessments Industries Aerospace & Defense Automotive Financial/Banking Financial/Mortgage Financial/Tax Government Healthcare Legal Logistics Pharmaceutical Real Estate Insights Case Studies Interviews Whitepapers Slide Decks Sample Deliverables Insights Copyright © 2025 Product Perfect LLC. All rights reserved. Home Legal Site Map Our Mission - Product Perfect Identity About Us Identity Team Our Mission Careers Careers Core Competencies Modernization Aesthetics Featured Articles Blog How VR, AR, and the metaverse will change our lives - maybe Read Now Blog Talking to robots - the boundaries of what is possible with AI and ChatGPT Read Now Home Contact Us Sitemap Services Featured Other Technology Services Application-Modernization Application Facelifts Application Redevelopment Mainframe Modernization Assessments Enterprise Application Topology Limited Integration Application Integration Data and Database Integration Private Equity Acquisition IT Roadmap and Strategy Application Redesign Artificial Intelligence Hyper-Personalization Autonomous Systems Predictive Analysis Conversational Systems Patterns & Anomalies Recognition Systems Goal-Driven Systems Natural Language Processing AR/VR Development AR Development VR Development Automation RPA AIOps Hyperautomation Scripted Systems Chatbots Business Intelligence Analytics Cloud Infrastructure Cloud-as-a-Service Cloud Management Digital Transformation Cybersecurity App Security Data Security Cloud & Infrastructure Security Compliance Threat Intelligence Attack Resiliency CRM Custom Software Development Development Process Data & Databases Data Governance Strategy Data Warehouses Database Creation & Consolidation Enterprise Data Planning, & Strategy DevOps Continuous Integration (CI/CD) ERP Home Contact Us Sitemap Industries Industries Aerospace & Defense Automotive Banking Government Healthcare Legal Logistics Mortgage Pharmaceutical Tax Real Estate Featured Articles Blog Data estates: the urban sprawl of the data world Read Now Blog Why aerospace software is decades behind Read Now Blog The modern vehicle - developers are taking to the streets Read Now Home Contact Us Sitemap Insights Case studies Legal Industry Case Studies Real Estate Data Industry Case Studies Pharma Industry Case Studies View All Case Studies Sample Deliverables Sample Software Design Deliverables Sample Tech Assessments Deliverables View All Sample Deliverables Whitepapers Exiting the Mainframe Strategies Financial, Tax, Mortgage Introduce RPA as a New Capability How Companies Can Start Using AI DevOps Team Formulation View All Whitepapers Slide Decks Exiting the Mainframe Strategies Financial, Tax, Mortgage Getting Started with AI Introduce RPA as a New Capability Deepfakes are Changing the World View All Slide Decks Interviews Fintech UI Facelift How Design Defines Culture Financial Firms and Compliance Aerospace Industry Impacted by Tech Government Software Modernization Psych Barriers to Modernization View All Interviews Videos The Mainframe Dilemma The Mainframe Generation Forging Perfect Software INSIGHTS Insights Home All Posts RECENT POSTS How IT executives leverage AI The lift - servers to the cloud Marketing to the tech consumer What cybersecurity really costs The BI platform revolution DevOps and Kubernetes Security log files can save you $$ Modernizing government software Modern logistics breakthroughs A practical guide to a modern CRM Home Contact Us Sitemap Contact USA Offices Brea, California, USA Schedule Consultation Discovery Call Deep Dive Call Contact Information Get Support Client Support Employee Support Sales Support Featured Articles Blog The omnicloud is becoming omniscient Read Now Blog DevOps success: improving application performance with deeper analytics Read Now Blog AWS cloud services: winners, losers, and pet projects Read Now Home Contact Us Sitemap Contactar a Ventas Ver Demostración Our Mission To awaken the potential of well-designed software Helping clients realize their full potential through key technology decisions. “To awaken the potential of well-designed software” Unpacking the mission in real-world consultative models. Unlocking Architectural Decisions Our architectural thesis and basis for engagement allows our teams to challenge and extract existing architectural situations to reveal what can be done. Client architectures are typically subject to change but struggle to realize that change without outside involvement. Forecasting Technology Models Our teams of financial and technology experts work in parity with client expertise to formulate tangible financial models. These models can expel incorrect assumptions and illuminate paths forward. Bridging Material Gaps We bring a multi-vector approach to analysis, along with line-of-business and industry-specific vertical technical expertise to tie-together the chasms found in client infrastructure and application footprints. Changing Existing Paradigms Paradigm recognition often leads to paradigm adjustment. Our teams are calibrated toward identifying and shifting these paradigms. Intercepting Established Cultural Barriers Invoking change via thoughtful and accurate analysis is a hallmark of our offering. This change often pushes the known paradigms of client culture and client belief. Our specializations Helping clients build robust and beautiful enterprise software. "We were thoroughly impressed and grateful for the impact that the Product Perfect consulting team had on our entire organization." Geoff Shaw, Salesforce Consultant "I was absolutely thrilled to work (again) with the Product Perfect custom development group. Highly recommend." Marshall Cook, CEO, BalanceGenics "It's been a transformational experience to work with Product Perfect. They're fantastic." Brad Wilson, Chief Underwriting Officer, PRAM Insurance Services Software Product Design Beautiful software doesn't just happen. Our team of product design consultants and software architects work in tandem with client stakeholders to shape and rework your flagship software products. Modernization We redevelop, rewrite, convert, or wrap desktop, web, and legacy software for organizations across the United States, Canada, and Europe. Assessments Product Perfect specializes in conducting meaningful, robust assessments in architecture, application topology , and potential software modernizations . Core Values Our practice promotes and upholds these core values across all locations and business relationships. Precision Crafting excellence for our clients in our communication and execution. Competence Procuring and developing seasoned, capable, mature, and experienced consultants. Growth Fostering growth within our ranks both personally and professionally. Client-first Our clients’ objectives and priorities must come first, extending across all decisions and directives. Integrity Holding an uncompromising ethical approach to work, life, and mission. Practice leaders US-based practice leaders, each with 20-30 years in their respective industries. Shawn Livermore Best-selling author, founder Leading the technical assessments practice, Shawn is best-selling author and senior technology consultant. Alan Katawazi Government software, practice leader Leading our government software practice, Alan Katawazi is a software architect and international bestselling author in software development non-fiction. Chad Collins Aerospace software, practice leader Chad leads our aerospace practice, with deep experience from his time at Boeing and NASA, working on the Space Shuttle and International Space Station. Michael Gerstner Finance, practice leader Leading the financial analysis practice, Michael offers mortgage, banking, and tax processing experience with industry leaders like Mr. Cooper, Core Logic, and Bank of America. Jeff Sherwood Product design, practice leader Jeff leads the software product design practice, with cross-industry experience across multiple disciplines. Connect with our team for a focused, collaborative session. Schedule Call Discovery Call Senior consultants with previous experience with these types of projects can set the stage for a well-framed engagement. Discovery Call Details Product Deep-Dive A focused session on your specific s Data & Databases - Enterprise Data Analysis, Planning, and Strategy Identity About Us Identity Team Our Mission Careers Careers Core Competencies Modernization Aesthetics Featured Articles Blog How VR, AR, and the metaverse will change our lives - maybe Read Now Blog Talking to robots - the boundaries of what is possible with AI and ChatGPT Read Now Home Contact Us Sitemap Services Featured Other Technology Services Application-Modernization Application Facelifts Application Redevelopment Mainframe Modernization Assessments Enterprise Application Topology Limited Integration Application Integration Data and Database Integration Private Equity Acquisition IT Roadmap and Strategy Application Redesign Artificial Intelligence Hyper-Personalization Autonomous Systems Predictive Analysis Conversational Systems Patterns & Anomalies Recognition Systems Goal-Driven Systems Natural Language Processing (NLP) AR/VR Development AR Development VR Development Automation RPA AIOps Hyperautomation Scripted Systems Chatbots Business Intelligence Analytics Cloud Infrastructure Cloud-as-a-Service Cloud Management Digital Transformation Cybersecurity App Security Data Security Cloud & Infrastructure Security Compliance Threat Intelligence Attack Resiliency CRM Custom Software Development Development Process Data & Databases Data Governance Strategy Data Warehouses Database Creation & Consolidation Enterprise Data Analytics, Planning, & Strategy. DevOps Continuous Integration (CI/CD) Setup ERP Home Contact Us Sitemap Industries Industries Aerospace & Defense Automotive Banking Government Healthcare Legal Logistics Mortgage Pharmaceutical Tax Real Estate Featured Articles Blog Data estates: the urban sprawl of the data world Read Now Blog Why aerospace software is decades behind Read Now Blog The modern vehicle - developers are taking to the streets Read Now Home Contact Us Sitemap Insights Case studies Legal Industry Case Studies Tax Industry Case Studies Pharma Industry Case Studies View All Case Studies Sample Deliverables Sample Software Design Deliverables Sample Tech Assessments Deliverables View All Sample Deliverables Whitepapers Exiting the Mainframe Strategies Financial, Tax, Mortgage Introduce RPA as a New Capability How Companies Can Start Using AI DevOps Team Formulation View All Whitepapers Slide Decks Exiting the Mainframe Strategies Financial, Tax, Mortgage Getting Started with AI Introduce RPA as a New Capability Deepfakes are Changing the World View All Slide Decks Interviews Fintech UI Facelift How Design Defines Culture Financial Firms and Compliance Aerospace Industry Impacted by Tech Government Software Modernization Psych Barriers to Modernization View All Interviews Videos The Mainframe Dilemma The Mainframe Generation Forging Perfect Software INSIGHTS Insights Home All Posts RECENT POSTS How IT executives leverage AI The lift - servers to the cloud Marketing to the tech consumer What cybersecurity really costs The BI platform revolution DevOps and Kubernetes Security log files can save you $$ Modernizing government software Modern logistics breakthroughs A practical guide to a modern CRM Home Contact Us Sitemap Contact USA Offices Brea, California, USA Schedule Consultation Discovery Call Deep Dive Call Contact Information Get Support Client Support Employee Support Sales Support Featured Articles Blog The omnicloud is becoming omniscient Read Now Blog DevOps success: improving application performance with deeper analytics Read Now Blog AWS cloud services: winners, losers, and pet projects Read Now Home Contact Us Sitemap Contactar a Ventas Ver Demostración Enterprise Data Analysis, Planning, & Strategy Data planning requires a data strategy Helping clients achieve their goals around databases and data footprints Learn how Product Perfect helped a large real estate data and payments processing services firm document its large and complex enterprise application footprint to help strategically plan a multi-year modernization effort. Please enter your first and last name. Download the Case Study Thank you! File will download shortly. File should have downloaded... Check browser downloads. Oops! Something went wrong while submitting the form. The benefits of data planning & strategy in your enterprise Data planning strategy efforts have far-reaching implications. They can reset organizational efforts, rewire application integrations, and formulate brand new savings opportunities, all in one flow of effort. Improve analytics enterprise-wide Improving data collection results from a well-formed data strategy. Planning how data will be filtered and used allows a business to set up marketing, sales, and security strategies, enterprise-wide, Hitting your data handling objectives ultimately drives growth through cost savings and consumer satisfaction. Define and clarify data sources Enterprises need to define what type and how particular data is utilized. Not all data is valuable, nor should all data be treated the same. Data should be used to align with the goals and objectives of your enterprise. Expose automation opportunities Having a data plan and strategy can uncover systems that could be fully automated such as email captures or analytical programs. Software programs can create an automated system for data, helping analysts uncover useful insights and recalibrate their objectives. Comply with industry regulations A data strategy ensures there is a plan in place to maintain data compliance . Legal regulations, financial compliance, IT regulations, and data security are absolutely required for businesses of all sizes. A data strategy equips companies with the tools needed to follow industry regulations. Transitively improve customer experience Enterprises need to ensure that decisions are based on relevant data and time is not wasted sifting through junk data. Having an automated system in place with a plan ensures data is effectively collected, analyzed, and used to its full potential. Common deliverables from data integration assessment engagements Deliverables from these data-focused engagements are comprehensive and help organizations make critical decisions about their data and data strategies. They are composed by data engineers and data architects as well as technical analysts and graphic designers. We work with clients to gather, organize, detail, and diagram their data flows between applications or systems. The outcomes of these analysis-heavy engagements can often lead to streamlining operations or reconfiguring entire groups of applications. Data-Flow Diagram A comprehensive flow of data through all primary systems, apps, and databases. Dependency Diagrams Application & project milestone dependencies visualized, showing relational and logical flows. As-Is Diagrams The present state of the IT footprint, prior to any modernization or migration projects. To-Be Diagrams The future state, highlighted by phase and rework hotspots. IT Roadmap 5 to 10 year technology roadmap showing a phased implementation plan. Data-Flow Diagram A comprehensive flow of data through all primary systems, apps, and databases. Preview Deliverable Samples Dependency Diagrams Application & project milestone dependencies visualized, showing relational and logical flows. Preview Deliverable Samples AS-IS Diagrams Typically the As-Is views will showcase the entire suite of applications across the enterprise, color-coded and clustered into dimensions, depending on the nature and needs of the client. Hexagonal is just one of many types of visual approaches to these types of diagrams. Preview Deliverable Samples To-Be Diagrams These To-Be Diagrams would present potential views of a future state of the applications, post modernization or post-integration. This entirely depends on the direction and initiatives of the client and can vary widely. Preview Deliverable Samples IT Roadmap Supporting modernization planning or annual budgeting Whitepaper - DevOps Team Formulation Identity About Us Identity Team Our Mission Careers Careers Core Competencies Modernization Aesthetics Featured Articles Blog How VR, AR, and the metaverse will change our lives - maybe Read Now Blog Talking to robots - the boundaries of what is possible with AI and ChatGPT Read Now Home Contact Us Sitemap Services Featured Other Technology Services Application-Modernization Application Facelifts Application Redevelopment Mainframe Modernization Assessments Enterprise Application Topology Limited Integration Application Integration Data and Database Integration Private Equity Acquisition IT Roadmap and Strategy Application Redesign Artificial Intelligence Hyper-Personalization Autonomous Systems Predictive Analysis Conversational Systems Patterns & Anomalies Recognition Systems Goal-Driven Systems Natural Language Processing AR/VR Development AR Development VR Development Automation RPA AIOps Hyperautomation Scripted Systems Chatbots Business Intelligence Analytics Cloud Infrastructure Cloud-as-a-Service Cloud Management Digital Transformation Cybersecurity App Security Data Security Cloud & Infrastructure Security Compliance Threat Intelligence Attack Resiliency CRM Custom Software Development Development Process Data & Databases Data Governance Strategy Data Warehouses Database Creation & Consolidation Enterprise Data Planning, & Strategy DevOps Continuous Integration (CI/CD) ERP Home Contact Us Sitemap Industries Industries Aerospace & Defense Automotive Banking Government Healthcare Legal Logistics Mortgage Pharmaceutical Tax Real Estate Featured Articles Blog Data estates: the urban sprawl of the data world Read Now Blog Why aerospace software is decades behind Read Now Blog The modern vehicle - developers are taking to the streets Read Now Home Contact Us Sitemap Insights Case studies Legal Industry Case Studies Real Estate Data Industry Case Studies Pharma Industry Case Studies View All Case Studies Sample Deliverables Sample Software Design Deliverables Sample Tech Assessments Deliverables View All Sample Deliverables Whitepapers Exiting the Mainframe Strategies Financial, Tax, Mortgage Introduce RPA as a New Capability How Companies Can Start Using AI DevOps Team Formulation View All Whitepapers Slide Decks Exiting the Mainframe Strategies Financial, Tax, Mortgage Getting Started with AI Introduce RPA as a New Capability Deepfakes are Changing the World View All Slide Decks Interviews Fintech UI Facelift How Design Defines Culture Financial Firms and Compliance Aerospace Industry Impacted by Tech Government Software Modernization Psych Barriers to Modernization View All Interviews Videos The Mainframe Dilemma The Mainframe Generation Forging Perfect Software INSIGHTS Insights Home All Posts RECENT POSTS How IT executives leverage AI The lift - servers to the cloud Marketing to the tech consumer What cybersecurity really costs The BI platform revolution DevOps and Kubernetes Security log files can save you $$ Modernizing government software Modern logistics breakthroughs A practical guide to a modern CRM Home Contact Us Sitemap Contact USA Offices Brea, California, USA Schedule Consultation Discovery Call Deep Dive Call Contact Information Get Support Client Support Employee Support Sales Support Featured Articles Blog The omnicloud is becoming omniscient Read Now Blog DevOps success: improving application performance with deeper analytics Read Now Blog AWS cloud services: winners, losers, and pet projects Read Now Home Contact Us Sitemap Contactar a Ventas Ver Demostración Whitepaper: DevOps Team Formulation, Calibration, and Budgeting Tackling the critical and transformational impact of launching a well-calibrated DevOps team in a given technology department. 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Identity Identity Team Mission Careers Core Competencies Modernization Aesthetics Contact Us Schedule a Call Contact Us Services Artificial Intelligence Analytics Application Facelifts Application Redevelopment AR/VR Development Automation Business Intelligence Cloud Infrastructure Custom Software Development CRM Cybersecurity Data & Databases DevOps ERP Mainframe Modernization Technology Assessments Industries Aerospace & Defense Automotive Financial/Banking Financial/Mortgage Financial/Tax Government Healthcare Legal Logistics Pharmaceutical Real Estate Insights Case Studies Interviews Whitepapers Slide Decks Sample Deliverables Insights Copyright © 2025 Product Perfect LLC. All rights reserved. Home Legal Site Map Talking to robots - the boundaries of what is possible with AI and ChatGPT Identity About Us Identity Team Our Purpose Careers Careers Join Us Core Competencies Modernization Aesthetics Featured Articles Blog How VR, AR, and the metaverse will change our lives - maybe Read Now Blog Talking to robots - the boundaries of what is possible with AI and ChatGPT Read Now Home Contact Us Sitemap Services Featured Other Technology Services Application-Modernization Application Facelifts Application Redevelopment Mainframe Modernization Assessments Enterprise Application Topology Limited Integration Application Integration Data and Database Integration Private Equity Acquisition IT Roadmap and Strategy Application Redesign Artificial Intelligence Hyper-Personalization Autonomous Systems Predictive Analysis Conversational Systems Patterns & Anomalies Recognition Systems Goal-Driven Systems Natural Language Processing AR/VR Development AR Development VR Development Automation RPA AIOps Hyperautomation Scripted Systems Chatbots Business Intelligence Analytics Cloud Infrastructure Cloud-as-a-Service Cloud Management Digital Transformation Cybersecurity App Security Data Security Cloud & Infrastructure Security Compliance Threat Intelligence Attack Resiliency CRM Custom Software Development Development Process Data & Databases Data Governance Strategy Data Warehouses Database Creation & Consolidation Enterprise Data Planning & Strategy DevOps Continuous Integration (CI/CD) ERP Home Contact Us Sitemap Industries Industries Aerospace & Defense Automotive Banking Government Healthcare Legal Logistics Mortgage Pharmaceutical Tax Real Estate Featured Articles Blog Data estates: the urban sprawl of the data world Read Now Blog Why aerospace software is decades behind Read Now Blog The modern vehicle - developers are taking to the streets Read Now Home Contact Us Sitemap Insights Case studies Legal Industry Case Studies Real Estate Data Industry Case Studies Pharma Industry Case Studies View All Case Studies Sample Deliverables Sample Software Design Deliverables Sample Tech Assessments Deliverables View All Sample Deliverables Whitepapers Exiting the Mainframe Strategies Financial, Tax, Mortgage Introduce RPA as a New Capability How Companies Can Start Using AI DevOps Team Formulation View All Whitepapers Slide Decks Exiting the Mainframe Strategies Financial, Tax, Mortgage Getting Started with AI Introduce RPA as a New Capability Deepfakes are Changing the World View All Slide Decks Interviews Fintech UI Facelift How Design Defines Culture Financial Firms and Compliance Aerospace Industry Impacted by Tech Government Software Modernization Psych Barriers to Modernization View All Interviews Videos The Mainframe Dilemma The Mainframe Generation Forging Perfect Software INSIGHTS Insights Home All Posts RECENT POSTS How IT executives leverage AI The lift - servers to the cloud Marketing to the tech consumer What cybersecurity really costs The BI platform revolution DevOps and Kubernetes Security log files can save you $$ Modernizing government software Modern logistics breakthroughs A practical guide to a modern CRM Home Contact Us Sitemap Contact USA Offices Brea, California, USA Schedule Consultation Discovery Call Deep Dive Call Contact Information Get Support Client Support Employee Support Sales Support Featured Articles Blog The omnicloud is becoming omniscient Read Now Blog DevOps success: improving application performance with deeper analytics Read Now Blog AWS cloud services: winners, losers, and pet projects Read Now Home Contact Us Sitemap Contactar a Ventas Ver Demostración About the artist Pawel Kuczynski, Poland Sketch Artwork Animation Talking to robots - the boundaries of what is possible with AI and ChatGPT Chatting with ai chatbots one thing, but building enterprise applications that let us stand on their shoulders is something else entirely. We take a look at the broad and far-reaching possibilities when it comes to conversational AI, chatbots, chatGPT, and what it could evolve into for enterprise software. About the author Alan Katawazi Sr. Consultant, Product Perfect Alan Katawazi is a Sr. Software Consultant at Product Perfect and an international bestselling author in the field of software development. On Nov 30, 2022 OpenAI launched version 3 of ChatGPT. The world changed forever. The hair on the skin of every good software developer rose and their eyes bulged outward as they saw generative AI in action for the first time. Yes, they’d heard rumors of this sort of power. But hearing and trying it out personally are two very different things. Seeing is believing. The titles of reports of the event on CNBC speak for themselves. “All you need to know about ChatGPT, the A.I. chatbot that’s got the world talking and tech giants clashing” CNBC “As ChatGPT mania takes hold, here’s how companies beyond tech are using A.I.” CNBC ChatGPT's capabilities are impressive and versatile, and they sure to be useful on a broad and diverse range of applications . It is a game-changer in the world of AI. One of its most noteworthy abilities - freaking out every teacher and professor in every level of education - is to generate content in a conversational framework. It can understand the context and tone of a given input and produce a response that is not only faithful in factual content but also engaging and natural-sounding. Another exciting feature of ChatGPT is its ability to rewrite content while maintaining context, tone, and sentiment. This capability opens up new possibilities for businesses, content creators, and all sorts of professions. That list keeps expanding - now including healthcare providers who need to communicate complex information in a way that is accessible to a broad audience... or mechanics who need to diagnose why a 2010 Chevy Camaro makes a hum-him-hum sound when shifting gears... or bird watchers, trying so hard to distinguish between a Downy Woodpecker and the Hairy Woodpecker. (The Hairy Woodpecker is slightly larger with a longer bill.) It’s blowing people away. Lawyers are writing lawsuits with the press of the enter key. Students are compiling essays in 10 minutes that normally take 10 hours. Software developers are using it to write code in seconds, (in any language no less), that normally took them hours or even days . What perhaps it does best, (somewhat recognizable already), is that it provides content in numbered lists of virtually any topic. This feature makes it incredibly useful for creating easily digestible content or summarizing complex information quickly. ChatGPT can also generate genuine expert quotes and news releases, adding credibility to any content it produces. One of the most significant advantages of ChatGPT is its flexibility. It can respond to requests to rewrite content from different perspectives, making it useful for creating content for different audiences. For example, a piece of content created for a technical audience can be easily rewritten to be more accessible to a lay audience, without sacrificing accuracy. Just tell it, “ Write that again, but this time, make it more suitable for a 18 year old audience, and include at least 3 subtle cues and metaphors that a younger generation would feel comfortable with. ” Sure enough, it spits out the text like a faithful dog, returning the ball thrown across the lawn. Below shows a summary view of all the fun we’re having with this shiny new toy. ChatGPT: What it brings to the table, use cases , and limitations Eyebrows are officially raised So ya this is a breakthrough, watershed moment. All things are glorious, and the sky has opened. However , (you knew it was coming), as with any tool this powerful, there are ethical and practical concerns surrounding ChatGPT's use . Some fear that it could be misused to generate false information, or even plagiarized content. Others are worried about data privacy and security, as ChatGPT needs DevOps - Continuous Integration - Product Perfect Identity About Us Identity Team Our Mission Careers Careers Core Competencies Modernization Aesthetics Featured Articles Blog How VR, AR, and the metaverse will change our lives - maybe Read Now Blog Talking to robots - the boundaries of what is possible with AI and ChatGPT Read Now Home Contact Us Sitemap Services Featured Other Technology Services Application-Modernization Application Facelifts Application Redevelopment Mainframe Modernization Assessments Enterprise Application Topology Limited Integration Application Integration Data and Database Integration Private Equity Acquisition IT Roadmap and Strategy Application Redesign Artificial Intelligence Hyper-Personalization Autonomous Systems Predictive Analysis Conversational Systems Patterns & Anomalies Recognition Systems Goal-Driven Systems Natural Language Processing AR/VR Development AR Development VR Development Automation RPA AIOps Hyperautomation Scripted Systems Chatbots Business Intelligence Analytics Cloud Infrastructure Cloud-as-a-Service Cloud Management Digital Transformation Cybersecurity App Security Data Security Cloud & Infrastructure Security Compliance Threat Intelligence Attack Resiliency CRM Custom Software Development Development Process Data & Databases Data Governance Strategy Data Warehouses Database Creation & Consolidation Enterprise Data Planning, & Strategy DevOps Continuous Integration (CI/CD) ERP Home Contact Us Sitemap Industries Industries Aerospace & Defense Automotive Banking Government Healthcare Legal Logistics Mortgage Pharmaceutical Tax Real Estate Featured Articles Blog Data estates: the urban sprawl of the data world Read Now Blog Why aerospace software is decades behind Read Now Blog The modern vehicle - developers are taking to the streets Read Now Home Contact Us Sitemap Insights Case studies Legal Industry Case Studies Real Estate Data Industry Case Studies Pharma Industry Case Studies View All Case Studies Sample Deliverables Sample Software Design Deliverables Sample Tech Assessments Deliverables View All Sample Deliverables Whitepapers Exiting the Mainframe Strategies Financial, Tax, Mortgage Introduce RPA as a New Capability How Companies Can Start Using AI DevOps Team Formulation View All Whitepapers Slide Decks Exiting the Mainframe Strategies Financial, Tax, Mortgage Getting Started with AI Introduce RPA as a New Capability Deepfakes are Changing the World View All Slide Decks Interviews Fintech UI Facelift How Design Defines Culture Financial Firms and Compliance Aerospace Industry Impacted by Tech Government Software Modernization Psych Barriers to Modernization View All Interviews Videos The Mainframe Dilemma The Mainframe Generation Forging Perfect Software INSIGHTS Insights Home All Posts RECENT POSTS How IT executives leverage AI The lift - servers to the cloud Marketing to the tech consumer What cybersecurity really costs The BI platform revolution DevOps and Kubernetes Security log files can save you $$ Modernizing government software Modern logistics breakthroughs A practical guide to a modern CRM Home Contact Us Sitemap Contact USA Offices Brea, California, USA Schedule Consultation Discovery Call Deep Dive Call Contact Information Get Support Client Support Employee Support Sales Support Featured Articles Blog The omnicloud is becoming omniscient Read Now Blog DevOps success: improving application performance with deeper analytics Read Now Blog AWS cloud services: winners, losers, and pet projects Read Now Home Contact Us Sitemap Contactar a Ventas Ver Demostración Continuous Integration Automation mastery Helping clients build-out sophisticated and fully-cloud-native CI/CD pipelines Whitepaper: DevOps Team Formulation, Calibration, and Budgeting Please enter your first and last name. Download the Whitepaper Thank you! File will download shortly. File should have downloaded... Check browser downloads. Oops! Something went wrong while submitting the form. Implementing a well-conceived DevOps strategy Organizations are establishing their footprints for continuous integration / continuous deployment (CI/CD), and their development teams are finally seeing the efficiency they've been hoping for. Strategy Establishing the right tools, processes, and procedures will help to solidify the approach before scaling it out across teams. Branching, merging, and deployment procedures are discussed and codified formally. Creation of detailed build and release pipeline flowcharts would also save countless hours for the DevOps teams who will implement and take ownership of the systems being created. Code and Database Automation Selecting the right CI/CD platform and toolkit greatly helps the proper fitting and automation model. Automatically deploying the code and databases together is possible in the build and release pipeline platforms like Azure DevOps, Jenkins, AWS Code Pipeline, and others. Kubernetes, ARM templates, and other add-on tools can further help automate the spinning-up of servers dynamically if needed. Refinement & Alerting When builds fail, development teams can be instantly alerted in Slack or Teams channels to engage the codebase and ensure a rapid fix can be pushed in to the repo to resolve the issue. Pull requests with automated merge and deployments taking place on approval can allow dev teams to move faster, and taking longer strides in the Agile sprints than ever before. Critical infrastructure Every day, around the world, clients are migrating to the cloud, and simultaneously standing-up brand-new DevOps build and release pipelines. This movement to automation is saving companies enormously in both the short term and long term because their developers are freed-up and no longer drowning in the minutia of deployment hell. 31.2% CAGR Autonomous ships market is projected to reach 8.2 billion by 2030, at a CAGR of 9.6% during the forecast period. Markets and Markets $21 Billion The Global DevOps market annually by 2027. 2021, PR News Wire “Programmers don’t burn out on hard work, they burn out on change-with-the-wind directives and not shipping their code.” Mark Berry, Software Engineer & Commercial Pilot Case Study Robust DevOps CI/CD pipeline for legal industry client Learn how Product Perfect helped a leading legal processing company implement a robust DevOps ci/cd pipeline for builds and releases. Download Connect with our team for a focused, collaborative session about setting up DevOps for your organization. Schedule Call Discovery Call Senior consultants with previous experience with these types of projects can set the stage for a well-framed DevOps engagement. Discovery Call Details DevOps Deep-Dive A focused session on your specific software applications, platforms, or projects. Typically this includes technical resources from both sides. Deep Dive Call Details Identity Identity Team Mission Careers Core Competencies Modernization Aesthetics Contact Us Schedule a Call Contact Us Services Artificial Intelligence Analytics Application Facelifts Application Redevelopment AR/VR Development Automation Business Intelligence Cloud Infrastructure Custom Software Development CRM Cybersecurity Data & Databases DevOps ERP Mainframe Modernization Technology Assessments Industries Aerospace & Defense Automotive Financial/Banking Financial/Mortgage Financial/Tax Government Healthcare Legal Logistics Pharmaceutical Real Estate Insights Case Studies Interviews Whitepapers Slide Decks Sample Deliverables Insights Copyright © 2025 Product Perfect LLC. All rights reserved. Home Legal Site Map Logistics - Product Perfect Identity About Us Identity Team Our Mission Careers Careers Core Competencies Modernization Aesthetics Featured Articles Blog How VR, AR, and the metaverse will change our lives - maybe Read Now Blog Talking to robots - the boundaries of what is possible with AI and ChatGPT Read Now Home Contact Us Sitemap Services Featured Other Technology Services Application-Modernization Application Facelifts Application Redevelopment Mainframe Modernization Assessments Enterprise Application Topology Limited Integration Application Integration Data and Database Integration Private Equity Acquisition IT Roadmap and Strategy Application Redesign Artificial Intelligence Hyper-Personalization Autonomous Systems Predictive Analysis Conversational Systems Patterns & Anomalies Recognition Systems Goal-Driven Systems Natural Language Processing (NLP) AR/VR Development AR Development VR Development Automation RPA AIOps Hyperautomation Scripted Systems Chatbots Business Intelligence Analytics Cloud Infrastructure Cloud-as-a-Service Cloud Management Digital Transformation Cybersecurity App Security Data Security Cloud & Infrastructure Security Compliance Threat Intelligence Attack Resiliency CRM Custom Software Development Development Process Data & Databases Data Governance Strategy Data Warehouses Database Creation & Consolidation Enterprise Data Analytics, Planning, & Strategy. DevOps Continuous Integration (CI/CD) Setup ERP Home Contact Us Sitemap Industries Industries Aerospace & Defense Automotive Banking Government Healthcare Legal Logistics Mortgage Pharmaceutical Tax Real Estate Featured Articles Blog Data estates: the urban sprawl of the data world Read Now Blog Why aerospace software is decades behind Read Now Blog The modern vehicle - developers are taking to the streets Read Now Home Contact Us Sitemap Insights Case studies Legal Industry Case Studies Tax Industry Case Studies Pharma Industry Case Studies View All Case Studies Sample Deliverables Sample Software Design Deliverables Sample Tech Assessments Deliverables View All Sample Deliverables Whitepapers Exiting the Mainframe Strategies Financial, Tax, Mortgage Introduce RPA as a New Capability How Companies Can Start Using AI DevOps Team Formulation View All Whitepapers Slide Decks Exiting the Mainframe Strategies Financial, Tax, Mortgage Getting Started with AI Introduce RPA as a New Capability Deepfakes are Changing the World View All Slide Decks Interviews Fintech UI Facelift How Design Defines Culture Financial Firms and Compliance Aerospace Industry Impacted by Tech Government Software Modernization Psych Barriers to Modernization View All Interviews Videos The Mainframe Dilemma The Mainframe Generation Forging Perfect Software INSIGHTS Insights Home All Posts RECENT POSTS How IT executives leverage AI The lift - servers to the cloud Marketing to the tech consumer What cybersecurity really costs The BI platform revolution DevOps and Kubernetes Security log files can save you $$ Modernizing government software Modern logistics breakthroughs A practical guide to a modern CRM Home Contact Us Sitemap Contact USA Offices Brea, California, USA Schedule Consultation Discovery Call Deep Dive Call Contact Information Get Support Client Support Employee Support Sales Support Featured Articles Blog The omnicloud is becoming omniscient Read Now Blog DevOps success: improving application performance with deeper analytics Read Now Blog AWS cloud services: winners, losers, and pet projects Read Now Home Contact Us Sitemap Contactar a Ventas Ver Demostración Logistics Efficiency from point A to point B Logistical frameworks, hardware, software, and service providers for a global market Modern logistics - how breakthroughs in network connectivity will change the world Read Now Delivering timely and optimized supply chain strategies From guaranteeing packages are delivered on time, to ensuring parts are properly working and the company is getting the most from its enterprise assets, analytics reduces operational costs, limits downtime, and increases overall operational efficiency. Optimizing the Operation Assets define a company, keeping them operational and online is imperative. Utilizing advanced analytic tools and data can improve operational efficiency as well as reduce costly downtime. Predictive asset maintenance can protect high-value physical assets as well as foresee upcoming problems that might extend the life cycle of those assets. Analytics provides is a tool for determining where and when downstream bottlenecks might occur. Streamline Shipping Stay ahead of the customer by optimizing operations with technologies like real-time data interaction, cloud computing , intelligent chatbots , artificial intelligence , and machine learning . End-to-end data visibility provides real-time insights that will streamline supply chains, increase customer engagements, and drive strong growth and healthy profits. Visualizing delivery Package flow technology uses smart labels to route packages ensuring the package is in the right place at the right time, on the right conveyer belt, even down to the right spot on a delivery truck for quick, seamless, and optimized drop off. Visualizing processes can allow for timey delivery of packages down to the minute. We partner with these industry leading platforms Data’s role in a supply chain Anticipatory shipping Anticipatory shipping forecasts when and where an item will be purchased by a customer based on their buying habits. Ergo, stocking a product at a hub near the customer in expectation of an order. Once the order comes in, the product can be sent from a nearby hub in a much shorter time frame due to its ensured availability there. Supply chain visibility Track products in real-time; from the production phase all the way through to the last mile. Vehicles, packages, and employees managed and tracked to instantly provide invaluable intelligence on the business. The continuous monitoring of devices and packages leads to better delivery, more informed customers, and improved status of shipment. Route optimization As the crow flies is not a delivery option for any logistic company, so finding the other best route reduce package delivery times as well as cut costs. Juggling fleet information, pickup and delivery schedules, GPS tracking data, even information about the density of traffic and the weather can be useful in optimizing route schedules. Transportation Management System Utilizing predictive analytics , a Transportation Management System can track and manage shipments and lead times as well as predict future disruptions before they occur. Logistics companies can proactively manage their operations, keeping up with seasonal buying patterns and forecasts to help suppliers make more informed decisions. $4.7B Warehouse robotics market was valued at USD 4.7 billion in 2021. $4.7 billion value of warehouse robotics in 2021 Cem Dilmegani. “Top 15 Use Cases and Applications of AI in Logistics in 2022.” “The Product Perfect technical team was outstanding. Their team was laser-sharp and acutely aware of what we needed and how our industry worked.” Scott DeLong, CEO, L2G Connect with our team for a logistics-focused collaborative session. Schedule Call Discovery Call Senior consultants with previous experience with these types of projects can set the stage for a well-framed engagement. Discovery Call Details Product Deep-Dive A focused session on your specific software applications, platforms, or projects. Typically this includes technical resources from both sides. Product Call Details Identity Identity Team Mission Careers Core Competencies Modernization Aesthetics Contact Us Schedule a Call Contact Us Services Analytics Application Facelifts Application Redevelopment AR/VR Development Artificial Intelligence Automation Business Intelligence Cloud Infrastructure Custom Software Development CRM Cybersecurity Data & Databases The business intelligence platform revolution Identity About Us Identity Team Our Purpose Careers Careers Join Us Core Competencies Modernization Aesthetics Featured Articles Blog How VR, AR, and the metaverse will change our lives - maybe Read Now Blog Talking to robots - the boundaries of what is possible with AI and ChatGPT Read Now Home Contact Us Sitemap Services Featured Other Technology Services Application-Modernization Application Facelifts Application Redevelopment Mainframe Modernization Assessments Enterprise Application Topology Limited Integration Application Integration Data and Database Integration Private Equity Acquisition IT Roadmap and Strategy Application Redesign Artificial Intelligence Hyper-Personalization Autonomous Systems Predictive Analysis Conversational Systems Patterns & Anomalies Recognition Systems Goal-Driven Systems Natural Language Processing AR/VR Development AR Development VR Development Automation RPA AIOps Hyperautomation Scripted Systems Chatbots Business Intelligence Analytics Cloud Infrastructure Cloud-as-a-Service Cloud Management Digital Transformation Cybersecurity App Security Data Security Cloud & Infrastructure Security Compliance Threat Intelligence Attack Resiliency CRM Custom Software Development Development Process Data & Databases Data Governance Strategy Data Warehouses Database Creation & Consolidation Enterprise Data Planning & Strategy DevOps Continuous Integration (CI/CD) ERP Home Contact Us Sitemap Industries Industries Aerospace & Defense Automotive Banking Government Healthcare Legal Logistics Mortgage Pharmaceutical Tax Real Estate Featured Articles Blog Data estates: the urban sprawl of the data world Read Now Blog Why aerospace software is decades behind Read Now Blog The modern vehicle - developers are taking to the streets Read Now Home Contact Us Sitemap Insights Case studies Legal Industry Case Studies Real Estate Data Industry Case Studies Pharma Industry Case Studies View All Case Studies Sample Deliverables Sample Software Design Deliverables Sample Tech Assessments Deliverables View All Sample Deliverables Whitepapers Exiting the Mainframe Strategies Financial, Tax, Mortgage Introduce RPA as a New Capability How Companies Can Start Using AI DevOps Team Formulation View All Whitepapers Slide Decks Exiting the Mainframe Strategies Financial, Tax, Mortgage Getting Started with AI Introduce RPA as a New Capability Deepfakes are Changing the World View All Slide Decks Interviews Fintech UI Facelift How Design Defines Culture Financial Firms and Compliance Aerospace Industry Impacted by Tech Government Software Modernization Psych Barriers to Modernization View All Interviews Videos The Mainframe Dilemma The Mainframe Generation Forging Perfect Software INSIGHTS Insights Home All Posts RECENT POSTS How IT executives leverage AI The lift - servers to the cloud Marketing to the tech consumer What cybersecurity really costs The BI platform revolution DevOps and Kubernetes Security log files can save you $$ Modernizing government software Modern logistics breakthroughs A practical guide to a modern CRM Home Contact Us Sitemap Contact USA Offices Brea, California, USA Schedule Consultation Discovery Call Deep Dive Call Contact Information Get Support Client Support Employee Support Sales Support Featured Articles Blog The omnicloud is becoming omniscient Read Now Blog DevOps success: improving application performance with deeper analytics Read Now Blog AWS cloud services: winners, losers, and pet projects Read Now Home Contact Us Sitemap Contactar a Ventas Ver Demostración About the artist Pawel Kuczynski, Poland Sketch Artwork Animation The business intelligence platform revolution The business intelligence landscape has undergone significant transformation in the last few years, largely due to advancements in technology and changes in business needs. The BI landscape has transformed from being a tool primarily for data analysts to a platform accessible to a wider range of users with more advanced capabilities, features, and integration options. About the author Leigh van der Veen Senior Database Consultant, Product Perfect Senior Database Consultant with over 25 years experience for clients around the world, running all manner of database systems. “Business intelligence is no longer just for the data analysts. Modern BI platforms enable users at all levels of an organization to access and analyze data in real-time, empowering them to make more informed decisions and take action based on insights derived from data.” Howard Dresner, Research Consultant The business intelligence (BI) landscape has undergone significant transformation in the last few years, largely due to advancements in technology and changes in business needs. The BI landscape has evolved from being a tool primarily for data analysts to platforms designed for a wider range of users. In 2018, Gartner recognized the BI environment was radically evolving and had the potential to bring about massive transformations across industries. Gartner renamed its Magic Quadrant for BI “Analytics and Business Intelligence platforms.” Today, BI platforms are designed to provide users with self-service analytics capabilities, allowing them to easily access and analyze data without the need for extensive technical knowledge. These platforms also often include features such as machine learning and natural language processing, which further enhance their capabilities and enable more advanced analysis. Below shows the venn diagram that depicts the role that business intelligence plays between your business, the management team, and the IT department. The Modern Analytics workflow. Source: Semanticscholar The point being made, is that BI is not just for CEO dashboards. It’s meant to serve the needs of all 3 groups, and often times it will expand even further beyond these audiences. Gartner believes data visualization has now been commoditized and all BI vendors can build interactive KPI dashboards with common chart forms while drawing on a wide range of data sources. Augmented analytics is the differentiator to help businesses use their data more effectively than manually. Gartner’s Magic Quadrant for Analytics and Business Intelligence Platforms. Source: Gartner Features that decide the winners and losers Analytics and Business Intelligence (BI) platforms should include a range of features to effectively support data-driven decision-making. Here are some key features that differentiate the most amazing and red hot platforms from mediocre / declining ones: Data integration and connectivity Data visualizations (pretty pictures) Data modeling (having the right tools) Data exploration and discovery Reporting and dashboards Collaboration and sharing Security and governance Each of these is expanded upon below. Data integration and connectivity A good analytics and BI platform should be able to access a wide range of data sources, including databases, data warehouses, cloud storage, and third-party applications. Data visualization Data visualization tools help users understand and analyze data easily. A platform should include a range of visualizations, such as charts, graphs, and tables, as well as the ability to customize visualizations based on user requirements. There are so many BI software applications out there, and yet, these leading business intelligence visualization software products seem to dominate: Tableau, Microsoft Power BI, QlikView, SAP Lumira, and IBM Cognos Analytics. Data modeling Data and database modeling is usually a part of the construction of a software application. The app requires a database, so the developers create one. If you’re lucky, they design it well, and break it out to 3rd normal form, or anything close to it. A well-stocked IT department should not shy away from data modeling, and should pay for licenses of data modeling software tools to help database professionals and solution archit Artificial Intelligence - Product Perfect Identity About Us Identity Team Our Mission Careers Careers Core Competencies Modernization Aesthetics Featured Articles Blog How VR, AR, and the metaverse will change our lives - maybe Read Now Blog Talking to robots - the boundaries of what is possible with AI and ChatGPT Read Now Home Contact Us Sitemap Services Featured Other Technology Services Application-Modernization Application Facelifts Application Redevelopment Mainframe Modernization Assessments Enterprise Application Topology Limited Integration Application Integration Data and Database Integration Private Equity Acquisition IT Roadmap and Strategy Application Redesign Artificial Intelligence Hyper-Personalization Autonomous Systems Predictive Analysis Conversational Systems Patterns & Anomalies Recognition Systems Goal-Driven Systems Natural Language Processing AR/VR Development AR Development VR Development Automation RPA AIOps Hyperautomation Scripted Systems Chatbots Business Intelligence Analytics Cloud Infrastructure Cloud-as-a-Service Cloud Management Digital Transformation Cybersecurity App Security Data Security Cloud & Infrastructure Security Compliance Threat Intelligence Attack Resiliency CRM Custom Software Development Development Process Data & Databases Data Governance Strategy Data Warehouses Database Creation & Consolidation Enterprise Data Planning, & Strategy DevOps Continuous Integration (CI/CD) ERP Home Contact Us Sitemap Industries Industries Aerospace & Defense Automotive Banking Government Healthcare Legal Logistics Mortgage Pharmaceutical Tax Real Estate Featured Articles Blog Data estates: the urban sprawl of the data world Read Now Blog Why aerospace software is decades behind Read Now Blog The modern vehicle - developers are taking to the streets Read Now Home Contact Us Sitemap Insights Case studies Legal Industry Case Studies Real Estate Data Industry Case Studies Pharma Industry Case Studies View All Case Studies Sample Deliverables Sample Software Design Deliverables Sample Tech Assessments Deliverables View All Sample Deliverables Whitepapers Exiting the Mainframe Strategies Financial, Tax, Mortgage Introduce RPA as a New Capability How Companies Can Start Using AI DevOps Team Formulation View All Whitepapers Slide Decks Exiting the Mainframe Strategies Financial, Tax, Mortgage Getting Started with AI Introduce RPA as a New Capability Deepfakes are Changing the World View All Slide Decks Interviews Fintech UI Facelift How Design Defines Culture Financial Firms and Compliance Aerospace Industry Impacted by Tech Government Software Modernization Psych Barriers to Modernization View All Interviews Videos The Mainframe Dilemma The Mainframe Generation Forging Perfect Software INSIGHTS Insights Home All Posts RECENT POSTS How IT executives leverage AI The lift - servers to the cloud Marketing to the tech consumer What cybersecurity really costs The BI platform revolution DevOps and Kubernetes Security log files can save you $$ Modernizing government software Modern logistics breakthroughs A practical guide to a modern CRM Home Contact Us Sitemap Contact USA Offices Brea, California, USA Schedule Consultation Discovery Call Deep Dive Call Contact Information Get Support Client Support Employee Support Sales Support Featured Articles Blog The omnicloud is becoming omniscient Read Now Blog DevOps success: improving application performance with deeper analytics Read Now Blog AWS cloud services: winners, losers, and pet projects Read Now Home Contact Us Sitemap Contactar a Ventas Ver Demostración Artificial Intelligence The future is now Artificial intelligence is here, and is now essential to accelerate, grow, and facilitate a product cycle for business of all types, around the world. Whitepaper: How Companies Can Start Using Artificial Intelligence File should have downloaded... Check browser downloads. Oops! Something went wrong while submitting the form. The ever-changing AI frontier From natural language processing to cost forecasting, AI is poised to infiltrate every industry imaginable. Email and Chatbots The recent advent of Transformers in the AI space has now made IBM Watson like experiences possible without the need for a massive data center. Facial Recognition Employees and customers walk in and out of your facilities every day. Imagine the possibility of recognizing those people and providing personalized experiences for them or identifying new customers. Predictions With enough data, artificial intelligence can be used to determine fraudulent transactions, spot duplicate data, and provide forecasts on organizational needs and profitability. 83% of respondents using AI today agree that AI will be the competitive edge of the future. 2020 Avande “Becoming AI Driven.” Our featured artificial intelligence software divisions AI AI algorithms can learn from data, even enhancing themselves by learning new strategies and methodologies, some even write their own new and complex algorithms. AI can help automate and optimize an operation, increasing productivity, reducing human error, and maximizing ROI. Machine Learning Machine learning explores the construction and study of algorithms that can both learn and make predictions from data. Such algorithms operate by building a model based on inputs and using that to make predictions or decisions, rather than following explicitly programmed instructions. Deep Learning Deep learning ’s self-adaptive algorithm, known as a neural network, mimics the processes of the human mind, creating intelligence from unstructured and unlabeled data. It helps with object detection, speech recognition, language translation, and even fraud discovery. NLP Through text analysis, Natural Language Processing (NLP) extracts information from the written and spoken word using AI algorithms. With NLP, value can be extracted from vast quantities of unstructured text and voice data on social media, CRM systems, and other customer databases. AI consulting services for businesses. Discover how our team can help you leverage the latest AI technologies to improve your operations and better engage with your customers. We offer artificial intelligence (AI) consulting services that help businesses take advantage of the latest AI technologies to enhance their operations, specializing in machine learning, deep learning, natural language processing (NLP), computer vision, neural networks, predictive analytics, data mining, and data analytics. Our team provides a wide range of AI solutions, including image recognition, pattern recognition, sentiment analysis, text analytics, speech recognition, robotics process automation, chatbots, virtual assistants, recommender systems, and personalization, to help businesses create more meaningful customer engagements. We also provide data preprocessing, model training, model deployment, and model maintenance services to ensure that clients' AI systems are always optimized and up-to-date, and we help businesses develop a roadmap for implementation, ensuring they understand the full potential of AI and how to apply it to their specific needs. Whitepapers Whitepaper: How Companies Can Start Using Artificial Intelligence How Companies Can Start Using Artificial Intelligence Download The Whitepaper Partnering with artificial intelligence industry leaders "We've positioned ourselves for artificial intelligence with models and algorithms and overall a better playbook for our clients." Jeff Sherwood, Senior Product Design Consultant, Product Perfect "Product Perfect's implementation teams are, without exception, the best designers and developers we've ever worked with." Audrey Bridges, Treasurer, Bloom Benefits Association "Bringing product perfect in to help us refine our software applications was one of the best decisions we ever made as a company." Marshall Cook, CEO, BalanceGenics Artificial Intelligence Cybersecurity - Cloud & Infrastructure Security - Product Perfect Identity About Us Identity Team Our Mission Careers Careers Core Competencies Modernization Aesthetics Featured Articles Blog How VR, AR, and the metaverse will change our lives - maybe Read Now Blog Talking to robots - the boundaries of what is possible with AI and ChatGPT Read Now Home Contact Us Sitemap Services Featured Other Technology Services Application-Modernization Application Facelifts Application Redevelopment Mainframe Modernization Assessments Enterprise Application Topology Limited Integration Application Integration Data and Database Integration Private Equity Acquisition IT Roadmap and Strategy Application Redesign Artificial Intelligence Hyper-Personalization Autonomous Systems Predictive Analysis Conversational Systems Patterns & Anomalies Recognition Systems Goal-Driven Systems Natural Language Processing AR/VR Development AR Development VR Development Automation RPA AIOps Hyperautomation Scripted Systems Chatbots Business Intelligence Analytics Cloud Infrastructure Cloud-as-a-Service Cloud Management Digital Transformation Cybersecurity App Security Data Security Cloud & Infrastructure Security Compliance Threat Intelligence Attack Resiliency CRM Custom Software Development Development Process Data & Databases Data Governance Strategy Data Warehouses Database Creation & Consolidation Enterprise Data Planning, & Strategy DevOps Continuous Integration (CI/CD) ERP Home Contact Us Sitemap Industries Industries Aerospace & Defense Automotive Banking Government Healthcare Legal Logistics Mortgage Pharmaceutical Tax Real Estate Featured Articles Blog Data estates: the urban sprawl of the data world Read Now Blog Why aerospace software is decades behind Read Now Blog The modern vehicle - developers are taking to the streets Read Now Home Contact Us Sitemap Insights Case studies Legal Industry Case Studies Real Estate Data Industry Case Studies Pharma Industry Case Studies View All Case Studies Sample Deliverables Sample Software Design Deliverables Sample Tech Assessments Deliverables View All Sample Deliverables Whitepapers Exiting the Mainframe Strategies Financial, Tax, Mortgage Introduce RPA as a New Capability How Companies Can Start Using AI DevOps Team Formulation View All Whitepapers Slide Decks Exiting the Mainframe Strategies Financial, Tax, Mortgage Getting Started with AI Introduce RPA as a New Capability Deepfakes are Changing the World View All Slide Decks Interviews Fintech UI Facelift How Design Defines Culture Financial Firms and Compliance Aerospace Industry Impacted by Tech Government Software Modernization Psych Barriers to Modernization View All Interviews Videos The Mainframe Dilemma The Mainframe Generation Forging Perfect Software INSIGHTS Insights Home All Posts RECENT POSTS How IT executives leverage AI The lift - servers to the cloud Marketing to the tech consumer What cybersecurity really costs The BI platform revolution DevOps and Kubernetes Security log files can save you $$ Modernizing government software Modern logistics breakthroughs A practical guide to a modern CRM Home Contact Us Sitemap Contact USA Offices Brea, California, USA Schedule Consultation Discovery Call Deep Dive Call Contact Information Get Support Client Support Employee Support Sales Support Featured Articles Blog The omnicloud is becoming omniscient Read Now Blog DevOps success: improving application performance with deeper analytics Read Now Blog AWS cloud services: winners, losers, and pet projects Read Now Home Contact Us Sitemap Contactar a Ventas Ver Demostración Cloud & Infrastructure Security Securing the cloud Building reliable infrastructure with security at the forefront The bots are now running cybersecurity Read Now The best offense is a good defense Predictive security models Insight driven cloud security readily utilizes data sets to establish proactive defenses, greatly reducing the impact of data breaches. Incidence response and threat mitigation Threat concentrated measures translate into early detection and agile reaction scenarios to combat downtime and breach events. Endpoint Detection and Response (XDR) Securing layers with threat-aware by enabling valuable data insights with automated resources, granting powerful and nimble decision models for enterprise leaders. Zero-Trust cloud architecture Confronting contemporary threats and social engineering schema by establishing zero-trust training models creating a risk-aware ecosystem. Proactive monitoring Tools and active analytics identify gaps in cybersecurity architecture to assist with developing long-term risk-aware roadmaps. 24% 24% were concerned with legal issues regarding security problems. Journal of Cloud Computing, 2022 Infrastructure solutions for optimized cloud and server environments. We offer comprehensive infrastructure services, including IaaS, PaaS, and SaaS solutions, with an expert team providing security, migration, optimization, and automation services We offer a comprehensive suite of infrastructure services that are tailored to help businesses optimize their cloud and server environments, specializing in IaaS, PaaS, and SaaS solutions with an expert team of consultants working to design and implement secure infrastructure that meets their specific needs and our DevSecOps approach ensures security throughout the entire infrastructure development lifecycle, including cloud security, network security, data security , and application security services, while also offering cloud migration , optimization, automation , hybrid cloud, and multi-cloud solutions to improve efficiency and reduce costs, with our infrastructure services including strategy, architecture, planning, and implementation, making sure that our clients' infrastructure is scalable, flexible, and optimized for their business needs. Versatile and scaling cloud operations Industry leaders adopt quick and versatile cloud-based resources. Cost effective cloud responses Built-in and foundational cloud models remove redundancy automated architecture, saving on capital and time. Risk-aligned scaling resources Renovate infrastructure, IT, and cybersecurity foundations with scaling cloud paradigms, instantly adding desired support framework for staff, management, and remote work layers. Conscious regulatory compliance Avoid regulatory mishaps and penalties with automated update frameworks. Rapidly shifting legislative climates and governing IT standards require that processes and systems easily adapt. Faster deployment of support and cloud resolutions Cloud operations create environments and solutions that quickly deploy and scale to contain a problem. Legacy replacement Shift beyond legacy hardware installments with virtualized infrastructure options, further readying enterprise needs for market ready approaches and threat awareness. Adaptive training and strategy building Enhance staff and management with training resources, education, and strategy implementation to improve understanding of cloud tools. Simplified and frictionless configuration Properly configure and establish cloud protocols for apps, software, and network layers, preventing data breaches and mitigating internal errors. Full cybersecurity consulting services 7 areas of coverage for any size of organization. Cybersecurity We work with our clients to assess, reverse-engineer, evaluate, and reform enterprise applications to be cyber-aware, and to adhere to long-standing and widely accepted security practices. Read More App Security We work with our clients to assess, reverse-engineer, evaluate, and reform enterprise applications to be cyber-aware, and to adhere to long-standing and widely accepted security practices. Read More Data Security We situate and engage with client data executives and engineers to establish internal security culture combined with fully realized security architectures. Read More Cloud & Infrastru AWS cloud services: winners, losers, and pet projects Identity About Us Identity Team Our Purpose Careers Careers Join Us Core Competencies Modernization Aesthetics Featured Articles Blog How VR, AR, and the metaverse will change our lives - maybe Read Now Blog Talking to robots - the boundaries of what is possible with AI and ChatGPT Read Now Home Contact Us Sitemap Services Featured Other Technology Services Application-Modernization Application Facelifts Application Redevelopment Mainframe Modernization Assessments Enterprise Application Topology Limited Integration Application Integration Data and Database Integration Private Equity Acquisition IT Roadmap and Strategy Application Redesign Artificial Intelligence Hyper-Personalization Autonomous Systems Predictive Analysis Conversational Systems Patterns & Anomalies Recognition Systems Goal-Driven Systems Natural Language Processing AR/VR Development AR Development VR Development Automation RPA AIOps Hyperautomation Scripted Systems Chatbots Business Intelligence Analytics Cloud Infrastructure Cloud-as-a-Service Cloud Management Digital Transformation Cybersecurity App Security Data Security Cloud & Infrastructure Security Compliance Threat Intelligence Attack Resiliency CRM Custom Software Development Development Process Data & Databases Data Governance Strategy Data Warehouses Database Creation & Consolidation Enterprise Data Planning & Strategy DevOps Continuous Integration (CI/CD) ERP Home Contact Us Sitemap Industries Industries Aerospace & Defense Automotive Banking Government Healthcare Legal Logistics Mortgage Pharmaceutical Tax Real Estate Featured Articles Blog Data estates: the urban sprawl of the data world Read Now Blog Why aerospace software is decades behind Read Now Blog The modern vehicle - developers are taking to the streets Read Now Home Contact Us Sitemap Insights Case studies Legal Industry Case Studies Real Estate Data Industry Case Studies Pharma Industry Case Studies View All Case Studies Sample Deliverables Sample Software Design Deliverables Sample Tech Assessments Deliverables View All Sample Deliverables Whitepapers Exiting the Mainframe Strategies Financial, Tax, Mortgage Introduce RPA as a New Capability How Companies Can Start Using AI DevOps Team Formulation View All Whitepapers Slide Decks Exiting the Mainframe Strategies Financial, Tax, Mortgage Getting Started with AI Introduce RPA as a New Capability Deepfakes are Changing the World View All Slide Decks Interviews Fintech UI Facelift How Design Defines Culture Financial Firms and Compliance Aerospace Industry Impacted by Tech Government Software Modernization Psych Barriers to Modernization View All Interviews Videos The Mainframe Dilemma The Mainframe Generation Forging Perfect Software INSIGHTS Insights Home All Posts RECENT POSTS How IT executives leverage AI The lift - servers to the cloud Marketing to the tech consumer What cybersecurity really costs The BI platform revolution DevOps and Kubernetes Security log files can save you $$ Modernizing government software Modern logistics breakthroughs A practical guide to a modern CRM Home Contact Us Sitemap Contact USA Offices Brea, California, USA Schedule Consultation Discovery Call Deep Dive Call Contact Information Get Support Client Support Employee Support Sales Support Featured Articles Blog The omnicloud is becoming omniscient Read Now Blog DevOps success: improving application performance with deeper analytics Read Now Blog AWS cloud services: winners, losers, and pet projects Read Now Home Contact Us Sitemap Contactar a Ventas Ver Demostración About the artist Pawel Kuczynski, Poland Sketch Artwork Animation AWS cloud services: winners, losers, and pet projects The coronavirus pandemic and the Fourth Industrial Revolution have driven the rapid growth of cloud computing technology. Cloud computing offers many advantages, including replacing upfront IT infrastructure expenses with a low-cost pay-as-you-go model, increasing speed and agility, and upscaling and downscaling as needed. Amazon Web Services (AWS) is one of the leaders in cloud computing, with clients in over 190 countries. AWS cloud-based services are grouped into categories like storage, networking, compute, and databases. Understanding the different components of cloud-based architecture is essential to successfully adopting cloud computing for businesses of all sizes and industries. About the author Russ Langel Sr. Consultant, Product Perfect Russ is a Sr. Enterprise Cloud Architect, having build and maintained detailed and complex infrastructure for some of the largest organizations in the United States for over 20 years. Werner Vogels, CTO of Amazon.com and one of the key architects behind AWS, summed-up the reality of the state of server and cloud computing when he said, “The cloud is the new normal. It's no longer a question of if you should move to the cloud, but rather how quickly and how thoroughly you can do it.” The cloud is now ‘table stakes’. We’re happily encircled by the walled garden of the cloud. There’s no bonus or pat on the back for moving your organization to the cloud. It’s now the expectation . Without it, you’re in the minority and running a tech deficit. So it’s the new norm. Got it. But here’s the catch, because the cloud is constantly evolving, it’s making our lives slightly more complicated. The statistics were driven up and to the right even more in 2020 with the coronavirus pandemic. Organizations instantly pushed the throttle even harder forward to shift from an on-premises server model to a cloud-based model. The cloud computing model was first described as far back as 2006 when Amazon Web Services (AWS) offered its original cloud computing model or IT services to the public in the form of web services. This gave business organizations the option to purchase metered software services rather than proprietary packages. Companies that depended to a large extent on selling proprietary software suddenly knew how Blockbuster video felt in the early 2000s. Application platforms and even infrastructure itself joined software as cloud offerings, and suddenly organizations no longer needed to purchase and maintain computer hardware. This was the third “f”, was it not? If it flies, floats, or figures it is better to rent it than to buy it. Companies now need only I/O hardware, as computing functions per se may now be obtained as a metered cloud service. Developers and proponents of this model have not looked back, relentlessly developing cloud-based technologies and architectures. The Cloud-Computing Model. Source: Medium.com/@BangBitTech/ This cloud-computing phenomenon is also also driven and inspired by the accelerated onset of the Fourth Industrial Revolution and its connected technologies like robotics, artificial intelligence and machine learning, IoT, and quantum computing. Another contributor to the ongoing development of the cloud computing paradigm is the ever-growing need to store, transform, and analyze massive volumes of structured, unstructured, and semi-structured data. Actually, the need for massive storage capacity on the part of the Human Genome Project is what gave rise to the idea of shared infrastructure in the first place. In order to support this evolving data storage, processing, and analysis requirement, there are several critical elements of a cloud-based software architecture that are necessary to create a reliable, robust software stack that will undergird the successful digital business in 2021. While Product Perfect provides services and support for all types of cloud-based architectures , and Amazon shares the cloud computing space with Google [Cloud] and Microsoft [Azure], this article will stay in the AWS ecosystem specifically and focus on AWS products exclusively. The benefits of cloud computing from AWS ’s perspective From their own words, AWS leadership describe cloud computing benefits. “The cloud offers Healthcare - Product Perfect Identity About Us Identity Team Our Mission Careers Careers Core Competencies Modernization Aesthetics Featured Articles Blog How VR, AR, and the metaverse will change our lives - maybe Read Now Blog Talking to robots - the boundaries of what is possible with AI and ChatGPT Read Now Home Contact Us Sitemap Services Featured Other Technology Services Application-Modernization Application Facelifts Application Redevelopment Mainframe Modernization Assessments Enterprise Application Topology Limited Integration Application Integration Data and Database Integration Private Equity Acquisition IT Roadmap and Strategy Application Redesign Artificial Intelligence Hyper-Personalization Autonomous Systems Predictive Analysis Conversational Systems Patterns & Anomalies Recognition Systems Goal-Driven Systems Natural Language Processing (NLP) AR/VR Development AR Development VR Development Automation RPA AIOps Hyperautomation Scripted Systems Chatbots Business Intelligence Analytics Cloud Infrastructure Cloud-as-a-Service Cloud Management Digital Transformation Cybersecurity App Security Data Security Cloud & Infrastructure Security Compliance Threat Intelligence Attack Resiliency CRM Custom Software Development Development Process Data & Databases Data Governance Strategy Data Warehouses Database Creation & Consolidation Enterprise Data Analytics, Planning, & Strategy. DevOps Continuous Integration (CI/CD) Setup ERP Home Contact Us Sitemap Industries Industries Aerospace & Defense Automotive Banking Government Healthcare Legal Logistics Mortgage Pharmaceutical Tax Real Estate Featured Articles Blog Data estates: the urban sprawl of the data world Read Now Blog Why aerospace software is decades behind Read Now Blog The modern vehicle - developers are taking to the streets Read Now Home Contact Us Sitemap Insights Case studies Legal Industry Case Studies Tax Industry Case Studies Pharma Industry Case Studies View All Case Studies Sample Deliverables Sample Software Design Deliverables Sample Tech Assessments Deliverables View All Sample Deliverables Whitepapers Exiting the Mainframe Strategies Financial, Tax, Mortgage Introduce RPA as a New Capability How Companies Can Start Using AI DevOps Team Formulation View All Whitepapers Slide Decks Exiting the Mainframe Strategies Financial, Tax, Mortgage Getting Started with AI Introduce RPA as a New Capability Deepfakes are Changing the World View All Slide Decks Interviews Fintech UI Facelift How Design Defines Culture Financial Firms and Compliance Aerospace Industry Impacted by Tech Government Software Modernization Psych Barriers to Modernization View All Interviews Videos The Mainframe Dilemma The Mainframe Generation Forging Perfect Software INSIGHTS Insights Home All Posts RECENT POSTS How IT executives leverage AI The lift - servers to the cloud Marketing to the tech consumer What cybersecurity really costs The BI platform revolution DevOps and Kubernetes Security log files can save you $$ Modernizing government software Modern logistics breakthroughs A practical guide to a modern CRM Home Contact Us Sitemap Contact USA Offices Brea, California, USA Schedule Consultation Discovery Call Deep Dive Call Contact Information Get Support Client Support Employee Support Sales Support Featured Articles Blog The omnicloud is becoming omniscient Read Now Blog DevOps success: improving application performance with deeper analytics Read Now Blog AWS cloud services: winners, losers, and pet projects Read Now Home Contact Us Sitemap Contactar a Ventas Ver Demostración Healthcare Intelligence meets empathy Building analytics and AI platforms and features as a native extension of existing healthcare infrastructure. Learn how Product Perfect helped a leading pharmaceutical brokerage to design a new iOS application to expand its reach to end consumers across the country. Please enter your first and last name. Download the Case Study Thank you! File will download shortly. File should have downloaded... Check browser downloads. Oops! Something went wrong while submitting the form. Healthcare can rise to the challenge Now more than ever, the healthcare industry is stretching into a future it is destined to embrace. Enhanced medicine with AI Predictive analysis has the potential to shift the healthcare paradigm and make value-based care the norm. Predictive analytics will reduce the cost of healthcare, improve the patient experience, and provide doctors and nurses with more control over their patients. The introduction of technologies like, cloud computing, wearables, artificial intelligence (AI), machine learning (ML), and even 3D printing will revolutionize healthcare as well as optimize overall population health. Telemedicine Modern telemedicine brings technology to patients, allowing them to discuss their symptoms with doctors in real-time, using video, online portals, and email to gain instant diagnosis. Caregivers can remotely monitor their patients, while doctors and providers can easily share a patient’s health information with each other. We've helped healthcare organizations perform strategic assessments of their infrastructure and it's paid dividends for them. Modernized risk management With a leveraged technological footprint, today’s healthcare organizations can finally proactively safeguard each patient’s safety as well as protect the organization’s assets. Healthcare risk management must reduce medical errors and strengthen cybersecurity protocols. Proper healthcare risk management should adherer to these tenets: detection, monitoring, assessment, mitigation, and prevention. Proudly supporting and integrating with industry leading platforms and tools A new era of personalized medicine The technology advancements that have taken healthcare to entirely new levels have not gone unnoticed. Improve Efficiency Level 0 Fragmented Point Solution Inefficient, inconsistent versions of the truth. Cumbersome internal and external reporting. Level 1 Enterprise Data Operating System Collecting and integrating the core data content. Level 2 Standardized Vocabulary & Member Registries Relating and organizing the core data content. Reduce Variation Level 3 Automated Internal Reporting Efficient, consistent production of reports & widespread availability in the organization. Level 4 Automated External Reporting Efficient, consistent production of reports & adaptability to changing requirements. Improve Health Level 5 Waste & Care Variability Reducing variability in care processes. Focusing on internal optimization and waste reduction. Level 6 Population Health Management & Suggestive Analytics Tailoring member wellness based upon population metrics. Fee-for-quality includes bundled per case payment Level 7 Clinical Risk Intervention & Predictive Analytics Organizational processes for intervention are supported with predictive risk models. Fee-for-quality includes fixed per capita payment. Level 8 Personalized Medicine & Prescriptive Analytics Tailoring member care based on population outcomes and genetic data. Fee-for-quality rewards health maintenance. Level 9 Direct-to-Consumer Analytics & Artificial Intelligence Putting member data, analytics, and Al in member's hands so they can own more of their health and healthcare decisions. Source: 2020 Health Catalyst "The Healthcare Analytics Adoption Model: A Roadmap to Analytic Maturity." AI based diagnosis AI can help doctors and nurses diagnose illnesses through natural language processing , which can use metadata and cross-reference this with a collection of annotations that detect, normalize, and code medical findings from unstructured clinical data. AI’s insights provide critical contextual information for problems, procedures, and medications identified in medical literature. Personalized medicine Data-driven personalized medicine uses advanced analytical tools to scan the d Slide Decks - Product Perfect Identity About Us Identity Team Our Mission Careers Careers Core Competencies Modernization Aesthetics Featured Articles Blog How VR, AR, and the metaverse will change our lives - maybe Read Now Blog Talking to robots - the boundaries of what is possible with AI and ChatGPT Read Now Home Contact Us Sitemap Services Featured Other Technology Services Application-Modernization Application Facelifts Application Redevelopment Mainframe Modernization Assessments Enterprise Application Topology Limited Integration Application Integration Data and Database Integration Private Equity Acquisition IT Roadmap and Strategy Application Redesign Artificial Intelligence Hyper-Personalization Autonomous Systems Predictive Analysis Conversational Systems Patterns & Anomalies Recognition Systems Goal-Driven Systems Natural Language Processing AR/VR Development AR Development VR Development Automation RPA AIOps Hyperautomation Scripted Systems Chatbots Business Intelligence Analytics Cloud Infrastructure Cloud-as-a-Service Cloud Management Digital Transformation Cybersecurity App Security Data Security Cloud & Infrastructure Security Compliance Threat Intelligence Attack Resiliency CRM Custom Software Development Development Process Data & Databases Data Governance Strategy Data Warehouses Database Creation & Consolidation Enterprise Data Planning, & Strategy DevOps Continuous Integration (CI/CD) ERP Home Contact Us Sitemap Industries Industries Aerospace & Defense Automotive Banking Government Healthcare Legal Logistics Mortgage Pharmaceutical Tax Real Estate Featured Articles Blog Data estates: the urban sprawl of the data world Read Now Blog Why aerospace software is decades behind Read Now Blog The modern vehicle - developers are taking to the streets Read Now Home Contact Us Sitemap Insights Case studies Legal Industry Case Studies Real Estate Data Industry Case Studies Pharma Industry Case Studies View All Case Studies Sample Deliverables Sample Software Design Deliverables Sample Tech Assessments Deliverables View All Sample Deliverables Whitepapers Exiting the Mainframe Strategies Financial, Tax, Mortgage Introduce RPA as a New Capability How Companies Can Start Using AI DevOps Team Formulation View All Whitepapers Slide Decks Exiting the Mainframe Strategies Financial, Tax, Mortgage Getting Started with AI Introduce RPA as a New Capability Deepfakes are Changing the World View All Slide Decks Interviews Fintech UI Facelift How Design Defines Culture Financial Firms and Compliance Aerospace Industry Impacted by Tech Government Software Modernization Psych Barriers to Modernization View All Interviews Videos The Mainframe Dilemma The Mainframe Generation Forging Perfect Software INSIGHTS Insights Home All Posts RECENT POSTS How IT executives leverage AI The lift - servers to the cloud Marketing to the tech consumer What cybersecurity really costs The BI platform revolution DevOps and Kubernetes Security log files can save you $$ Modernizing government software Modern logistics breakthroughs A practical guide to a modern CRM Home Contact Us Sitemap Contact USA Offices Brea, California, USA Schedule Consultation Discovery Call Deep Dive Call Contact Information Get Support Client Support Employee Support Sales Support Featured Articles Blog The omnicloud is becoming omniscient Read Now Blog DevOps success: improving application performance with deeper analytics Read Now Blog AWS cloud services: winners, losers, and pet projects Read Now Home Contact Us Sitemap Contactar a Ventas Ver Demostración Slide Decks Helpful slide decks to jumpstart or educate on a variety of topics in the information technology arena, especially in the realms of our expertise. 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Home Legal Site Map Pharmaceutical - Product Perfect Identity About Us Identity Team Our Mission Careers Careers Core Competencies Modernization Aesthetics Featured Articles Blog How VR, AR, and the metaverse will change our lives - maybe Read Now Blog Talking to robots - the boundaries of what is possible with AI and ChatGPT Read Now Home Contact Us Sitemap Services Featured Other Technology Services Application-Modernization Application Facelifts Application Redevelopment Mainframe Modernization Assessments Enterprise Application Topology Limited Integration Application Integration Data and Database Integration Private Equity Acquisition IT Roadmap and Strategy Application Redesign Artificial Intelligence Hyper-Personalization Autonomous Systems Predictive Analysis Conversational Systems Patterns & Anomalies Recognition Systems Goal-Driven Systems Natural Language Processing (NLP) AR/VR Development AR Development VR Development Automation RPA AIOps Hyperautomation Scripted Systems Chatbots Business Intelligence Analytics Cloud Infrastructure Cloud-as-a-Service Cloud Management Digital Transformation Cybersecurity App Security Data Security Cloud & Infrastructure Security Compliance Threat Intelligence Attack Resiliency CRM Custom Software Development Development Process Data & Databases Data Governance Strategy Data Warehouses Database Creation & Consolidation Enterprise Data Analytics, Planning, & Strategy. DevOps Continuous Integration (CI/CD) Setup ERP Home Contact Us Sitemap Industries Industries Aerospace & Defense Automotive Banking Government Healthcare Legal Logistics Mortgage Pharmaceutical Tax Real Estate Featured Articles Blog Data estates: the urban sprawl of the data world Read Now Blog Why aerospace software is decades behind Read Now Blog The modern vehicle - developers are taking to the streets Read Now Home Contact Us Sitemap Insights Case studies Legal Industry Case Studies Tax Industry Case Studies Pharma Industry Case Studies View All Case Studies Sample Deliverables Sample Software Design Deliverables Sample Tech Assessments Deliverables View All Sample Deliverables Whitepapers Exiting the Mainframe Strategies Financial, Tax, Mortgage Introduce RPA as a New Capability How Companies Can Start Using AI DevOps Team Formulation View All Whitepapers Slide Decks Exiting the Mainframe Strategies Financial, Tax, Mortgage Getting Started with AI Introduce RPA as a New Capability Deepfakes are Changing the World View All Slide Decks Interviews Fintech UI Facelift How Design Defines Culture Financial Firms and Compliance Aerospace Industry Impacted by Tech Government Software Modernization Psych Barriers to Modernization View All Interviews Videos The Mainframe Dilemma The Mainframe Generation Forging Perfect Software INSIGHTS Insights Home All Posts RECENT POSTS How IT executives leverage AI The lift - servers to the cloud Marketing to the tech consumer What cybersecurity really costs The BI platform revolution DevOps and Kubernetes Security log files can save you $$ Modernizing government software Modern logistics breakthroughs A practical guide to a modern CRM Home Contact Us Sitemap Contact USA Offices Brea, California, USA Schedule Consultation Discovery Call Deep Dive Call Contact Information Get Support Client Support Employee Support Sales Support Featured Articles Blog The omnicloud is becoming omniscient Read Now Blog DevOps success: improving application performance with deeper analytics Read Now Blog AWS cloud services: winners, losers, and pet projects Read Now Home Contact Us Sitemap Contactar a Ventas Ver Demostración Pharmaceutical Big pharma requires big data Big data is poised to transform drug discovery and trials Learn how Product Perfect migrated a flagship Windows desktop application to a modern web app for a pharmaceutical benefits brokerage firm in Southern California. Please enter your first and last name. Download the Case Study Thank you! File will download shortly. File should have downloaded... Check browser downloads. Oops! Something went wrong while submitting the form. Pharma's moment: unleashing new technologies on drug discovery and drug production From drug inception to clinical trials to manufacturing and supply chain optimization, the pharmaceutical industry is seeing a wave of new artificial intelligence and optimization automation software transform legacy systems. It's making waves and delivering powerful bottom-line results. Knowledge Discovery Accelerate drug discovery by analyzing massive datasets. Reveal patterns that substantially improve the accuracy of predictions on the efficacy and safety of drugs. Manufacturing & Supply Chain Optimization Automate and centralize warehousing, logistics, and transportation data to proactively optimize a supply chain. Add preventive asset maintenance tools to guarantee smooth drug production delivery along a fully optimized operation. Operations & Compliance Remain steps ahead of government compliance and regulation by implementing a quality management system to effectively document processes and work instructions that are easily understood and executed. Drug Discovery; Powered by AI In previous decades, the drug discovery process has been subject to multi-year drug trials that are subject to FDA regulatory hurdles. These procedural models are manual, require enormous blocks of time, and have led to drug startups fizzling out before ever having a chance at a drug coming to market. But artificial intelligence has moved the needle. Some companies have been able to shorten the drug test lifecycle by 20 to 30 percent and the government agencies are taking notice. Transforming legacy systems for pharmaceutical clients. Transforming pharmaceutical systems with expert analysis, modern technology, and effective electronic data capture solutions to ensure regulatory compliance and enhance user experience. Our team provides comprehensive services for pharmaceutical clients, with a focus on modernizing legacy systems and implementing efficient software solutions through cloud computing and data analytics. We prioritize quality control, regulatory compliance, and user experience, and offer support in change and project management to ensure successful outcomes. “Product Perfect quite literally saved our company. They recovered our data, rearchitected and rebuilt our flagship product, and recalibrated our ongoing technical teams for success.” Richard Bridges, Chief Insurance Officer at PRAM Insurance Case Study Migration of desktop app to web for Pharma brokerage Learn how Product Perfect migrated a flagship Windows desktop application to a modern web app for a pharmaceutical benefits brokerage firm in Southern California. Download the Case Study Download the Case Study "I’ve leveraged Product Perfect in multiple engagements over the last ten years. They have a trusted network of diverse talent and operate with integrity -- highly recommended." Steve Orgill, Chief Technology Officer, LERETA "Bringing product perfect in to help us refine our software applications was one of the best decisions we ever made as a company." Marshall Cook, CEO, BalanceGenics "Product Perfect's implementation teams are, without exception, the best designers and developers we've ever worked with." Audrey Bridges, Treasurer, Bloom Benefits Association Connect with our team for a pharmaceutical-focused collaborative session. Schedule Call Discovery Call Senior consultants with pharma industry experience can set the stage for a well-framed engagement. Discovery Call Details Product Deep-Dive A focused session on your specific software applications, platforms, or projects. Typically this includes technical resources from both sides. Product Call Details Identity Identity Team Mission Careers Core Competencies Modernization Aesthetics Contact Us Schedule a Call Contact Us Services Analytics Application Facelifts Application Redevelopment A Artificial Intelligence - Conversational Systems - Product Perfect Identity About Us Identity Team Our Mission Careers Careers Core Competencies Modernization Aesthetics Featured Articles Blog How VR, AR, and the metaverse will change our lives - maybe Read Now Blog Talking to robots - the boundaries of what is possible with AI and ChatGPT Read Now Home Contact Us Sitemap Services Featured Other Technology Services Application-Modernization Application Facelifts Application Redevelopment Mainframe Modernization Assessments Enterprise Application Topology Limited Integration Application Integration Data and Database Integration Private Equity Acquisition IT Roadmap and Strategy Application Redesign Artificial Intelligence Hyper-Personalization Autonomous Systems Predictive Analysis Conversational Systems Patterns & Anomalies Recognition Systems Goal-Driven Systems Natural Language Processing AR/VR Development AR Development VR Development Automation RPA AIOps Hyperautomation Scripted Systems Chatbots Business Intelligence Analytics Cloud Infrastructure Cloud-as-a-Service Cloud Management Digital Transformation Cybersecurity App Security Data Security Cloud & Infrastructure Security Compliance Threat Intelligence Attack Resiliency CRM Custom Software Development Development Process Data & Databases Data Governance Strategy Data Warehouses Database Creation & Consolidation Enterprise Data Planning, & Strategy DevOps Continuous Integration (CI/CD) ERP Home Contact Us Sitemap Industries Industries Aerospace & Defense Automotive Banking Government Healthcare Legal Logistics Mortgage Pharmaceutical Tax Real Estate Featured Articles Blog Data estates: the urban sprawl of the data world Read Now Blog Why aerospace software is decades behind Read Now Blog The modern vehicle - developers are taking to the streets Read Now Home Contact Us Sitemap Insights Case studies Legal Industry Case Studies Real Estate Data Industry Case Studies Pharma Industry Case Studies View All Case Studies Sample Deliverables Sample Software Design Deliverables Sample Tech Assessments Deliverables View All Sample Deliverables Whitepapers Exiting the Mainframe Strategies Financial, Tax, Mortgage Introduce RPA as a New Capability How Companies Can Start Using AI DevOps Team Formulation View All Whitepapers Slide Decks Exiting the Mainframe Strategies Financial, Tax, Mortgage Getting Started with AI Introduce RPA as a New Capability Deepfakes are Changing the World View All Slide Decks Interviews Fintech UI Facelift How Design Defines Culture Financial Firms and Compliance Aerospace Industry Impacted by Tech Government Software Modernization Psych Barriers to Modernization View All Interviews Videos The Mainframe Dilemma The Mainframe Generation Forging Perfect Software INSIGHTS Insights Home All Posts RECENT POSTS How IT executives leverage AI The lift - servers to the cloud Marketing to the tech consumer What cybersecurity really costs The BI platform revolution DevOps and Kubernetes Security log files can save you $$ Modernizing government software Modern logistics breakthroughs A practical guide to a modern CRM Home Contact Us Sitemap Contact USA Offices Brea, California, USA Schedule Consultation Discovery Call Deep Dive Call Contact Information Get Support Client Support Employee Support Sales Support Featured Articles Blog The omnicloud is becoming omniscient Read Now Blog DevOps success: improving application performance with deeper analytics Read Now Blog AWS cloud services: winners, losers, and pet projects Read Now Home Contact Us Sitemap Contactar a Ventas Ver Demostración Conversational Systems Spoken into existence Dynamic responses for customers are pushing the boundaries of what is possible Talking to robots - the boundaries of what is possible with AI and ChatGPT Read Now Giving computers a voice Recent advances in artificial intelligence have significantly improved the capabilities of Chatbots and Natural Language Processing (NLP) algorithms. Customers and employees can interact with systems indistinguishable from humans. These systems instantly respond with answers to questions derived from business documentation. Augmented Agents Using AI , machine learning , NLP , robotic process automation , and other modern software tools, businesses can implement conversational systems that disseminate company information, answer customer questions, and act as virtual reps for the company. Intent Matching The conversational system matches the user’s intent and processes their input, matching it with the appropriate agent of the request. Intent matching optimizes a company’s customer service department by routing requests to the most appropriate agents and departments. Contextual Awareness Understanding past user history while being aware of context and user preferences greatly enhances a conversational platform’s ability to successfully match intent. Businesses can proactively initiate conversation and actively shape user behavior. Working on industry-leading AI platforms Features of conversational systems Conversational systems are now more relevant than ever before and have creeped into almost every aspect of artificial intelligence platform planning. Low complexity These basic chatbots use very simplistic key word searches to match what you are asking for with a database of answers. These are the most popular chatbots. Voice input Using Natural Language Processing a person’s voice can be converted to text and then married to a chatbot to provide intelligent routing of calls and potentially answers to questions. AI chatbots Recent advancements in AI, such as OpenAI's generative AI product, (ChatGPT versions 3 and 4), use considerable computational time to train highly interactive and human like chatbots. These bots can be augmented with company specific knowledge to make them useful to your organizations. Sentiment analysis Sentiment analysis allows computerized processing of emails, chats, and voice calls to determine whether a, for example, customer interaction or marketing campaign went well or if there were problems. $454M Chatbot market revenue worldwide from 2018 - 2027 (in million U.S. dollars). Source: The Insight Partners (Statista 2021) Whitepapers Whitepaper: Deep Fakes and How they will Change the World Deep Fakes and How they will Change the World Download The Whitepaper 100% A large call center transformed their operations with Watson Assistant and Speech to text, resulting in a 100% reduction in wait times and 20% increase in revenue per call. Source - AI for Customer Service. “AI for Customer Service.” IBM Cloud Education, n.d. Product Perfect's mobile app development services. We offer end-to-end mobile app development services, from ideation to launch, with expertise in native app development, cross-platform development, and hybrid app development. Our expert team creates advanced software engineering solutions that incorporate cutting-edge conversational systems and natural language processing technology, leveraging artificial intelligence , machine learning , and deep learning algorithms to build voice assistants, chatbots , and virtual assistants that can interpret natural language and deliver comprehensive services in dialog management, sentiment analysis, text-to-speech, speech recognition, language generation, and intent recognition, and we provide ongoing technical support and continuous improvement to ensure our clients' solutions are always up-to-date and optimized. Conversational Systems Development We cover all aspects of conversational systems development Voice Voice only Language detection Language support Language variant Speaker identification Biometric authentication Speech to intent Natural Language Processing Language support, variant, & detection Sentiment analytics Sentence rewriting & enrichment Mining tools Multimodal enrichment Translation Intent Matching Contextualization Intent grouping M Artificial Intelligence - Recognition Systems - Product Perfect Identity About Us Identity Team Our Mission Careers Careers Core Competencies Modernization Aesthetics Featured Articles Blog How VR, AR, and the metaverse will change our lives - maybe Read Now Blog Talking to robots - the boundaries of what is possible with AI and ChatGPT Read Now Home Contact Us Sitemap Services Featured Other Technology Services Application-Modernization Application Facelifts Application Redevelopment Mainframe Modernization Assessments Enterprise Application Topology Limited Integration Application Integration Data and Database Integration Private Equity Acquisition IT Roadmap and Strategy Application Redesign Artificial Intelligence Hyper-Personalization Autonomous Systems Predictive Analysis Conversational Systems Patterns & Anomalies Recognition Systems Goal-Driven Systems Natural Language Processing AR/VR Development AR Development VR Development Automation RPA AIOps Hyperautomation Scripted Systems Chatbots Business Intelligence Analytics Cloud Infrastructure Cloud-as-a-Service Cloud Management Digital Transformation Cybersecurity App Security Data Security Cloud & Infrastructure Security Compliance Threat Intelligence Attack Resiliency CRM Custom Software Development Development Process Data & Databases Data Governance Strategy Data Warehouses Database Creation & Consolidation Enterprise Data Planning, & Strategy DevOps Continuous Integration (CI/CD) ERP Home Contact Us Sitemap Industries Industries Aerospace & Defense Automotive Banking Government Healthcare Legal Logistics Mortgage Pharmaceutical Tax Real Estate Featured Articles Blog Data estates: the urban sprawl of the data world Read Now Blog Why aerospace software is decades behind Read Now Blog The modern vehicle - developers are taking to the streets Read Now Home Contact Us Sitemap Insights Case studies Legal Industry Case Studies Real Estate Data Industry Case Studies Pharma Industry Case Studies View All Case Studies Sample Deliverables Sample Software Design Deliverables Sample Tech Assessments Deliverables View All Sample Deliverables Whitepapers Exiting the Mainframe Strategies Financial, Tax, Mortgage Introduce RPA as a New Capability How Companies Can Start Using AI DevOps Team Formulation View All Whitepapers Slide Decks Exiting the Mainframe Strategies Financial, Tax, Mortgage Getting Started with AI Introduce RPA as a New Capability Deepfakes are Changing the World View All Slide Decks Interviews Fintech UI Facelift How Design Defines Culture Financial Firms and Compliance Aerospace Industry Impacted by Tech Government Software Modernization Psych Barriers to Modernization View All Interviews Videos The Mainframe Dilemma The Mainframe Generation Forging Perfect Software INSIGHTS Insights Home All Posts RECENT POSTS How IT executives leverage AI The lift - servers to the cloud Marketing to the tech consumer What cybersecurity really costs The BI platform revolution DevOps and Kubernetes Security log files can save you $$ Modernizing government software Modern logistics breakthroughs A practical guide to a modern CRM Home Contact Us Sitemap Contact USA Offices Brea, California, USA Schedule Consultation Discovery Call Deep Dive Call Contact Information Get Support Client Support Employee Support Sales Support Featured Articles Blog The omnicloud is becoming omniscient Read Now Blog DevOps success: improving application performance with deeper analytics Read Now Blog AWS cloud services: winners, losers, and pet projects Read Now Home Contact Us Sitemap Contactar a Ventas Ver Demostración Recognition Systems Recognition in an obscure world Helping clients formulate and implement artificial intelligence driven recognition systems Whitepaper: How Companies Can Start Using Artificial Intelligence Please enter your first and last name. Download the Whitepaper Thank you! File will download shortly. File should have downloaded... Check browser downloads. Oops! Something went wrong while submitting the form. AI recognition system types Though many exist, the most common types of recognition systems are focused on these 3 areas. Biometric identification The most commonly known AI is the Biometric Identification Recognition System. This form of AI is capable of identifying physical and biological characteristics. An example of this would be fingerprint recognition, and voice recognition. Using a fingerprint to unlock a phone or to use a phone’s voice-activated assistant are examples of this form of recognition. Handwriting recognition Handwritten text recognition is used to interpret hard to read handwriting from paper documents or process handwriting used with a stylus in certain software programs. This form of AI is often used in healthcare for creating digital prescription records and in banking to process handwritten checks. The goal is to reduce human error and create efficiency. Using handwriting recognition in AI is a work in progress as every single individual has their own unique handwriting. Image retrieval system An image retrieval system is used to find images, generally from a large database. These images are located through added metadata, keywords, image description, or image title. There are two types of image retrieval. Relevant image retrieval will pull images that may be relevant to the original image search. Exact image retrieval pulls up the exact images needed based on a specific search query. We work with all leading AI image recognition platforms and tools $10M Predicted market size for the recognition systems industry. 2018 Gartner “Forecast Analysis: Information Security” Creating Recognition Systems Creating an AI recognition system must go through a few different planning stages. Project Scope and Design When developing a recognition system, it is important to decide the objective of the project. Once there is a design scope, the next step will be how to determine the type of tasks the system will perform and what type of information will be gathered. Recognition systems are often designed for companies to process images of products or people. Data Gathering the data that will be used for training is important. Using clean and correctly annotated data such as photos, audio clips, and metatags allows for efficiency and accuracy. The selected data is what will be used to train the system and create neural pathways that will create a pattern of recognition. Development Once data has been collected and properly identified, development and training is a significant steps toward creating a recognition system. For example, a retail website must be able to correctly distinguish between bags and shoes. This retailer will want to develop a system that is trained on correctly tagging and identifying the defining characteristics of its merchandise. With the right training, the machine will intelligently be able to recognize image content based on familiar images and tags. Testing Once the system has been built to recognize objects or items outside of its training set, it must go through extensive testing. These recognition systems must be tested for general bugs and errors, but also performance and fringe cases. The system must have accurate and timely responses. Launch Once the recognition system has been built and tested, the final phase is the launch phase, also known as deployment. At launch, the recognition system will be supplemented with ease-of-use dashboards and performance indicators. “Cloud computing is increasingly becoming a vehicle for next-generation digital business as well as for agile, scalable and elastic solutions.” David Mitchell Smith, Vice President and Gartner Fellow Whitepapers Whitepaper: How Companies Can Start Using Artificial Intelligence How Companies Can Start Using Artificial Intelligence Download The Whitepaper 10.3% CAGR Global Optical Character Recognition ( OCR ) Systems Market is predicted to go from $10,470 million to $26,96 Schedule Consultation - Product Perfect Identity About Us Identity Team Our Mission Careers Careers Core Competencies Modernization Aesthetics Featured Articles Blog How VR, AR, and the metaverse will change our lives - maybe Read Now Blog Talking to robots - the boundaries of what is possible with AI and ChatGPT Read Now Home Contact Us Sitemap Services Featured Other Technology Services Application-Modernization Application Facelifts Application Redevelopment Mainframe Modernization Assessments Enterprise Application Topology Limited Integration Application Integration Data and Database Integration Private Equity Acquisition IT Roadmap and Strategy Application Redesign Artificial Intelligence Hyper-Personalization Autonomous Systems Predictive Analysis Conversational Systems Patterns & Anomalies Recognition Systems Goal-Driven Systems Natural Language Processing AR/VR Development AR Development VR Development Automation RPA AIOps Hyperautomation Scripted Systems Chatbots Business Intelligence Analytics Cloud Infrastructure Cloud-as-a-Service Cloud Management Digital Transformation Cybersecurity App Security Data Security Cloud & Infrastructure Security Compliance Threat Intelligence Attack Resiliency CRM Custom Software Development Development Process Data & Databases Data Governance Strategy Data Warehouses Database Creation & Consolidation Enterprise Data Planning, & Strategy DevOps Continuous Integration (CI/CD) ERP Home Contact Us Sitemap Industries Industries Aerospace & Defense Automotive Banking Government Healthcare Legal Logistics Mortgage Pharmaceutical Tax Real Estate Featured Articles Blog Data estates: the urban sprawl of the data world Read Now Blog Why aerospace software is decades behind Read Now Blog The modern vehicle - developers are taking to the streets Read Now Home Contact Us Sitemap Insights Case studies Legal Industry Case Studies Real Estate Data Industry Case Studies Pharma Industry Case Studies View All Case Studies Sample Deliverables Sample Software Design Deliverables Sample Tech Assessments Deliverables View All Sample Deliverables Whitepapers Exiting the Mainframe Strategies Financial, Tax, Mortgage Introduce RPA as a New Capability How Companies Can Start Using AI DevOps Team Formulation View All Whitepapers Slide Decks Exiting the Mainframe Strategies Financial, Tax, Mortgage Getting Started with AI Introduce RPA as a New Capability Deepfakes are Changing the World View All Slide Decks Interviews Fintech UI Facelift How Design Defines Culture Financial Firms and Compliance Aerospace Industry Impacted by Tech Government Software Modernization Psych Barriers to Modernization View All Interviews Videos The Mainframe Dilemma The Mainframe Generation Forging Perfect Software INSIGHTS Insights Home All Posts RECENT POSTS How IT executives leverage AI The lift - servers to the cloud Marketing to the tech consumer What cybersecurity really costs The BI platform revolution DevOps and Kubernetes Security log files can save you $$ Modernizing government software Modern logistics breakthroughs A practical guide to a modern CRM Home Contact Us Sitemap Contact USA Offices Brea, California, USA Schedule Consultation Discovery Call Deep Dive Call Contact Information Get Support Client Support Employee Support Sales Support Featured Articles Blog The omnicloud is becoming omniscient Read Now Blog DevOps success: improving application performance with deeper analytics Read Now Blog AWS cloud services: winners, losers, and pet projects Read Now Home Contact Us Sitemap Contactar a Ventas Ver Demostración Schedule a call Book a discovery call to share your industry, products, or needs. Or, book a product deep-dive call to provide us with an in-depth walkthrough of a particular product that requires integration, conversion, migration, facelift, or redevelopment. Discovery call A chance to get acquainted and ask any questions you might have or learn more about us. Learn More Schedule Now Product deep-dive You can walk us through your application(s) and frame a potential project together. Learn More Schedule Now Call us directly Our corporate offices in California, sales team, and global engineering support centers. General Contact Info Technology consulting for the modern era From fintech transaction processing applications to multi-year mainframe modernization efforts, we're a full-service software consulting firm. Services View All Services Industries View All Industries Case Studies Review Case Studies Deliverables Preview Deliverables Whitepapers Read the Whitepapers Interviews See the Interviews Identity Identity Team Mission Careers Core Competencies Modernization Aesthetics Contact Us Schedule a Call Contact Us Services Artificial Intelligence Analytics Application Facelifts Application Redevelopment AR/VR Development Automation Business Intelligence Cloud Infrastructure Custom Software Development CRM Cybersecurity Data & Databases DevOps ERP Mainframe Modernization Technology Assessments Industries Aerospace & Defense Automotive Financial/Banking Financial/Mortgage Financial/Tax Government Healthcare Legal Logistics Pharmaceutical Real Estate Insights Case Studies Interviews Whitepapers Slide Decks Sample Deliverables Insights Copyright © 2025 Product Perfect LLC. All rights reserved. Home Legal Site Map Automation - HyperAutomation - Product Perfect Identity About Us Identity Team Our Mission Careers Careers Core Competencies Modernization Aesthetics Featured Articles Blog How VR, AR, and the metaverse will change our lives - maybe Read Now Blog Talking to robots - the boundaries of what is possible with AI and ChatGPT Read Now Home Contact Us Sitemap Services Featured Other Technology Services Application-Modernization Application Facelifts Application Redevelopment Mainframe Modernization Assessments Enterprise Application Topology Limited Integration Application Integration Data and Database Integration Private Equity Acquisition IT Roadmap and Strategy Application Redesign Artificial Intelligence Hyper-Personalization Autonomous Systems Predictive Analysis Conversational Systems Patterns & Anomalies Recognition Systems Goal-Driven Systems Natural Language Processing AR/VR Development AR Development VR Development Automation RPA AIOps Hyperautomation Scripted Systems Chatbots Business Intelligence Analytics Cloud Infrastructure Cloud-as-a-Service Cloud Management Digital Transformation Cybersecurity App Security Data Security Cloud & Infrastructure Security Compliance Threat Intelligence Attack Resiliency CRM Custom Software Development Development Process Data & Databases Data Governance Strategy Data Warehouses Database Creation & Consolidation Enterprise Data Planning, & Strategy DevOps Continuous Integration (CI/CD) ERP Home Contact Us Sitemap Industries Industries Aerospace & Defense Automotive Banking Government Healthcare Legal Logistics Mortgage Pharmaceutical Tax Real Estate Featured Articles Blog Data estates: the urban sprawl of the data world Read Now Blog Why aerospace software is decades behind Read Now Blog The modern vehicle - developers are taking to the streets Read Now Home Contact Us Sitemap Insights Case studies Legal Industry Case Studies Real Estate Data Industry Case Studies Pharma Industry Case Studies View All Case Studies Sample Deliverables Sample Software Design Deliverables Sample Tech Assessments Deliverables View All Sample Deliverables Whitepapers Exiting the Mainframe Strategies Financial, Tax, Mortgage Introduce RPA as a New Capability How Companies Can Start Using AI DevOps Team Formulation View All Whitepapers Slide Decks Exiting the Mainframe Strategies Financial, Tax, Mortgage Getting Started with AI Introduce RPA as a New Capability Deepfakes are Changing the World View All Slide Decks Interviews Fintech UI Facelift How Design Defines Culture Financial Firms and Compliance Aerospace Industry Impacted by Tech Government Software Modernization Psych Barriers to Modernization View All Interviews Videos The Mainframe Dilemma The Mainframe Generation Forging Perfect Software INSIGHTS Insights Home All Posts RECENT POSTS How IT executives leverage AI The lift - servers to the cloud Marketing to the tech consumer What cybersecurity really costs The BI platform revolution DevOps and Kubernetes Security log files can save you $$ Modernizing government software Modern logistics breakthroughs A practical guide to a modern CRM Home Contact Us Sitemap Contact USA Offices Brea, California, USA Schedule Consultation Discovery Call Deep Dive Call Contact Information Get Support Client Support Employee Support Sales Support Featured Articles Blog The omnicloud is becoming omniscient Read Now Blog DevOps success: improving application performance with deeper analytics Read Now Blog AWS cloud services: winners, losers, and pet projects Read Now Home Contact Us Sitemap Contactar a Ventas Ver Demostración Hyperautomation Hyperautomation and real-time intelligence Reducing the burden on operational systems, one script at a time Learn how to Calibrate and Introduce RPA as a New Capability in Your Organization Please enter your first and last name. Download the Slides Thank you! File will download shortly. File should have downloaded... Check browser downloads. Oops! Something went wrong while submitting the form. Use cases of hyperautomation Though many more are popping up each year, hyperautomation use cases typically fall into these 3 categories. Real-time IT intelligence Real-time IT intelligence ensures systems are continuously running at their most efficient and are their most secure. Real-time intelligence is excellent when used by companies for the sake of keeping bad data out, good data clean, and consumer data protected. Self-healing systems A self-healing system has the ability to perceive when there is an issue and regulate that issue. These systems can self-detect errors and apply fixes with limited human intervention. Automating this type of system is a logical way to comply with privacy regulations through continuous security checks ran by a script. Control of worker productivity Hyper-Automation means running certain systems without the need for human intervention—such as email collection, and supporting workflow software. Automation can be used across any industry giving companies the opportunity to focus more on goal creation and the redeployment of human capital towards higher value tasks. Hyperautomation Hyperautomation, coined by Gartner in 2019, is the effect of applying the exponential power of machine learning to automation systems. It super-charges the software automation capabilities by placing the bots and flows into the hands of artificial intelligence . ‍ Hyperautomation carries clients past simply reducing noise and increasing signal, into new territory, often hard to reach aspects of an enterprise. Error detection, root cause determination, and system self-healing - all of these are possible with hyperautomation. Calibrating an autonomous, iterative model for hyperautomation can usher in new waves of productivity, sales, and workflows that previously were unimaginable. "We've build in-depth and complex automation systems with tier-1 automation software for some of the largest fintech firms in the country in their category." Jignesh Shah, Sr. Automation Consultant, Product Perfect "When it comes to automation and system engineering, Product Perfect's senior consultants are by far some of the best out there." Katie Schmidt, Senior Database Architect "The complexity of automation logic that they completely redeveloped was by far the most substantial refactoring our codebase has seen in years." Eddie Batista, VP of Software Development HyperAutomation Tools and Platforms Hyperautomation is the complete automation of processes—looking at human interaction to zero. These processes can be everything from the automation of social media content to supporting data collection. Document Process Flow Document Process Flow is the process of creating an end-to-end workflow. Trello and Basecamp are excellent examples of software tools designed for creating an organized work flow and offers the opportunity to collaborate with efficiency. Optical Character Recognition Optical character recognition is specific software that can convert an DocuSign is an example of data conversion using PDF conversion. Anti-Money Laundering Software Anti-Money Laundering software is a tool used in the financial world to analyze transactions. Having AML software at key transaction points aids in spotting suspicious activity and processes customer data safely and efficiently. Refinitive World-Check Risk Intelligence is an automation tool used to verify customer data. Lead Generation Every business has the objective of growth in mind. The guaranteed way to ensure client and consumer growth are through the process of lead generation such as capturing email addresses or consumer information. Option Monster is a commonly used lead generation tool. NLP + RPA for customer service RPA or robotic process automation is designed to automate tasks usually completed by company employees. Natural language processing analyzes unstructured data and turns into useful content. Examples of N Whitepaper - Introduce RPA as a New Capability Identity About Us Identity Team Our Mission Careers Careers Core Competencies Modernization Aesthetics Featured Articles Blog How VR, AR, and the metaverse will change our lives - maybe Read Now Blog Talking to robots - the boundaries of what is possible with AI and ChatGPT Read Now Home Contact Us Sitemap Services Featured Other Technology Services Application-Modernization Application Facelifts Application Redevelopment Mainframe Modernization Assessments Enterprise Application Topology Limited Integration Application Integration Data and Database Integration Private Equity Acquisition IT Roadmap and Strategy Application Redesign Artificial Intelligence Hyper-Personalization Autonomous Systems Predictive Analysis Conversational Systems Patterns & Anomalies Recognition Systems Goal-Driven Systems Natural Language Processing AR/VR Development AR Development VR Development Automation RPA AIOps Hyperautomation Scripted Systems Chatbots Business Intelligence Analytics Cloud Infrastructure Cloud-as-a-Service Cloud Management Digital Transformation Cybersecurity App Security Data Security Cloud & Infrastructure Security Compliance Threat Intelligence Attack Resiliency CRM Custom Software Development Development Process Data & Databases Data Governance Strategy Data Warehouses Database Creation & Consolidation Enterprise Data Planning, & Strategy DevOps Continuous Integration (CI/CD) ERP Home Contact Us Sitemap Industries Industries Aerospace & Defense Automotive Banking Government Healthcare Legal Logistics Mortgage Pharmaceutical Tax Real Estate Featured Articles Blog Data estates: the urban sprawl of the data world Read Now Blog Why aerospace software is decades behind Read Now Blog The modern vehicle - developers are taking to the streets Read Now Home Contact Us Sitemap Insights Case studies Legal Industry Case Studies Real Estate Data Industry Case Studies Pharma Industry Case Studies View All Case Studies Sample Deliverables Sample Software Design Deliverables Sample Tech Assessments Deliverables View All Sample Deliverables Whitepapers Exiting the Mainframe Strategies Financial, Tax, Mortgage Introduce RPA as a New Capability How Companies Can Start Using AI DevOps Team Formulation View All Whitepapers Slide Decks Exiting the Mainframe Strategies Financial, Tax, Mortgage Getting Started with AI Introduce RPA as a New Capability Deepfakes are Changing the World View All Slide Decks Interviews Fintech UI Facelift How Design Defines Culture Financial Firms and Compliance Aerospace Industry Impacted by Tech Government Software Modernization Psych Barriers to Modernization View All Interviews Videos The Mainframe Dilemma The Mainframe Generation Forging Perfect Software INSIGHTS Insights Home All Posts RECENT POSTS How IT executives leverage AI The lift - servers to the cloud Marketing to the tech consumer What cybersecurity really costs The BI platform revolution DevOps and Kubernetes Security log files can save you $$ Modernizing government software Modern logistics breakthroughs A practical guide to a modern CRM Home Contact Us Sitemap Contact USA Offices Brea, California, USA Schedule Consultation Discovery Call Deep Dive Call Contact Information Get Support Client Support Employee Support Sales Support Featured Articles Blog The omnicloud is becoming omniscient Read Now Blog DevOps success: improving application performance with deeper analytics Read Now Blog AWS cloud services: winners, losers, and pet projects Read Now Home Contact Us Sitemap Contactar a Ventas Ver Demostración Whitepaper: How to Calibrate and Introduce RPA as a New Capability in Your Organization Exploring the possible entry points and talking points for mid to large sized firms for starting the journey to incorporate robotic process automation in their procedural operations. By clicking below, you consent to receiving a limited number of emails from Product Perfect. Don't worry - we will keep it brief. See All Whitepapers File should have downloaded. Check browser downloads area and ensure pop-up blockers are disabled if you're not seeing the file. Oops! Something went wrong while submitting the form. Identity Identity Team Mission Careers Core Competencies Modernization Aesthetics Contact Us Schedule a Call Contact Us Services Artificial Intelligence Analytics Application Facelifts Application Redevelopment AR/VR Development Automation Business Intelligence Cloud Infrastructure Custom Software Development CRM Cybersecurity Data & Databases DevOps ERP Mainframe Modernization Technology Assessments Industries Aerospace & Defense Automotive Financial/Banking Financial/Mortgage Financial/Tax Government Healthcare Legal Logistics Pharmaceutical Real Estate Insights Case Studies Interviews Whitepapers Slide Decks Sample Deliverables Insights Copyright © 2025 Product Perfect LLC. All rights reserved. Home Legal Site Map Whitepaper - Exiting the Mainframe Identity About Us Identity Team Our Mission Careers Careers Core Competencies Modernization Aesthetics Featured Articles Blog How VR, AR, and the metaverse will change our lives - maybe Read Now Blog Talking to robots - the boundaries of what is possible with AI and ChatGPT Read Now Home Contact Us Sitemap Services Featured Other Technology Services Application-Modernization Application Facelifts Application Redevelopment Mainframe Modernization Assessments Enterprise Application Topology Limited Integration Application Integration Data and Database Integration Private Equity Acquisition IT Roadmap and Strategy Application Redesign Artificial Intelligence Hyper-Personalization Autonomous Systems Predictive Analysis Conversational Systems Patterns & Anomalies Recognition Systems Goal-Driven Systems Natural Language Processing AR/VR Development AR Development VR Development Automation RPA AIOps Hyperautomation Scripted Systems Chatbots Business Intelligence Analytics Cloud Infrastructure Cloud-as-a-Service Cloud Management Digital Transformation Cybersecurity App Security Data Security Cloud & Infrastructure Security Compliance Threat Intelligence Attack Resiliency CRM Custom Software Development Development Process Data & Databases Data Governance Strategy Data Warehouses Database Creation & Consolidation Enterprise Data Planning, & Strategy DevOps Continuous Integration (CI/CD) ERP Home Contact Us Sitemap Industries Industries Aerospace & Defense Automotive Banking Government Healthcare Legal Logistics Mortgage Pharmaceutical Tax Real Estate Featured Articles Blog Data estates: the urban sprawl of the data world Read Now Blog Why aerospace software is decades behind Read Now Blog The modern vehicle - developers are taking to the streets Read Now Home Contact Us Sitemap Insights Case studies Legal Industry Case Studies Real Estate Data Industry Case Studies Pharma Industry Case Studies View All Case Studies Sample Deliverables Sample Software Design Deliverables Sample Tech Assessments Deliverables View All Sample Deliverables Whitepapers Exiting the Mainframe Strategies Financial, Tax, Mortgage Introduce RPA as a New Capability How Companies Can Start Using AI DevOps Team Formulation View All Whitepapers Slide Decks Exiting the Mainframe Strategies Financial, Tax, Mortgage Getting Started with AI Introduce RPA as a New Capability Deepfakes are Changing the World View All Slide Decks Interviews Fintech UI Facelift How Design Defines Culture Financial Firms and Compliance Aerospace Industry Impacted by Tech Government Software Modernization Psych Barriers to Modernization View All Interviews Videos The Mainframe Dilemma The Mainframe Generation Forging Perfect Software INSIGHTS Insights Home All Posts RECENT POSTS How IT executives leverage AI The lift - servers to the cloud Marketing to the tech consumer What cybersecurity really costs The BI platform revolution DevOps and Kubernetes Security log files can save you $$ Modernizing government software Modern logistics breakthroughs A practical guide to a modern CRM Home Contact Us Sitemap Contact USA Offices Brea, California, USA Schedule Consultation Discovery Call Deep Dive Call Contact Information Get Support Client Support Employee Support Sales Support Featured Articles Blog The omnicloud is becoming omniscient Read Now Blog DevOps success: improving application performance with deeper analytics Read Now Blog AWS cloud services: winners, losers, and pet projects Read Now Home Contact Us Sitemap Contactar a Ventas Ver Demostración Whitepaper: Strategies for Legacy Modernization; Exiting the Mainframe Industry veteran Alan Katawazi shares 4 ways many organizations have been able to exit the mainframe, along with the challenges and benefits of embarking on the multi-year journey. 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Identity Identity Team Mission Careers Core Competencies Modernization Aesthetics Contact Us Schedule a Call Contact Us Services Artificial Intelligence Analytics Application Facelifts Application Redevelopment AR/VR Development Automation Business Intelligence Cloud Infrastructure Custom Software Development CRM Cybersecurity Data & Databases DevOps ERP Mainframe Modernization Technology Assessments Industries Aerospace & Defense Automotive Financial/Banking Financial/Mortgage Financial/Tax Government Healthcare Legal Logistics Pharmaceutical Real Estate Insights Case Studies Interviews Whitepapers Slide Decks Sample Deliverables Insights Copyright © 2025 Product Perfect LLC. All rights reserved. Home Legal Site Map Modern logistics - how breakthroughs in network connectivity will change the world Identity About Us Identity Team Our Purpose Careers Careers Join Us Core Competencies Modernization Aesthetics Featured Articles Blog How VR, AR, and the metaverse will change our lives - maybe Read Now Blog Talking to robots - the boundaries of what is possible with AI and ChatGPT Read Now Home Contact Us Sitemap Services Featured Other Technology Services Application-Modernization Application Facelifts Application Redevelopment Mainframe Modernization Assessments Enterprise Application Topology Limited Integration Application Integration Data and Database Integration Private Equity Acquisition IT Roadmap and Strategy Application Redesign Artificial Intelligence Hyper-Personalization Autonomous Systems Predictive Analysis Conversational Systems Patterns & Anomalies Recognition Systems Goal-Driven Systems Natural Language Processing AR/VR Development AR Development VR Development Automation RPA AIOps Hyperautomation Scripted Systems Chatbots Business Intelligence Analytics Cloud Infrastructure Cloud-as-a-Service Cloud Management Digital Transformation Cybersecurity App Security Data Security Cloud & Infrastructure Security Compliance Threat Intelligence Attack Resiliency CRM Custom Software Development Development Process Data & Databases Data Governance Strategy Data Warehouses Database Creation & Consolidation Enterprise Data Planning & Strategy DevOps Continuous Integration (CI/CD) ERP Home Contact Us Sitemap Industries Industries Aerospace & Defense Automotive Banking Government Healthcare Legal Logistics Mortgage Pharmaceutical Tax Real Estate Featured Articles Blog Data estates: the urban sprawl of the data world Read Now Blog Why aerospace software is decades behind Read Now Blog The modern vehicle - developers are taking to the streets Read Now Home Contact Us Sitemap Insights Case studies Legal Industry Case Studies Real Estate Data Industry Case Studies Pharma Industry Case Studies View All Case Studies Sample Deliverables Sample Software Design Deliverables Sample Tech Assessments Deliverables View All Sample Deliverables Whitepapers Exiting the Mainframe Strategies Financial, Tax, Mortgage Introduce RPA as a New Capability How Companies Can Start Using AI DevOps Team Formulation View All Whitepapers Slide Decks Exiting the Mainframe Strategies Financial, Tax, Mortgage Getting Started with AI Introduce RPA as a New Capability Deepfakes are Changing the World View All Slide Decks Interviews Fintech UI Facelift How Design Defines Culture Financial Firms and Compliance Aerospace Industry Impacted by Tech Government Software Modernization Psych Barriers to Modernization View All Interviews Videos The Mainframe Dilemma The Mainframe Generation Forging Perfect Software INSIGHTS Insights Home All Posts RECENT POSTS How IT executives leverage AI The lift - servers to the cloud Marketing to the tech consumer What cybersecurity really costs The BI platform revolution DevOps and Kubernetes Security log files can save you $$ Modernizing government software Modern logistics breakthroughs A practical guide to a modern CRM Home Contact Us Sitemap Contact USA Offices Brea, California, USA Schedule Consultation Discovery Call Deep Dive Call Contact Information Get Support Client Support Employee Support Sales Support Featured Articles Blog The omnicloud is becoming omniscient Read Now Blog DevOps success: improving application performance with deeper analytics Read Now Blog AWS cloud services: winners, losers, and pet projects Read Now Home Contact Us Sitemap Contactar a Ventas Ver Demostración About the artist Pawel Kuczynski, Poland Sketch Artwork Animation Modern logistics - how breakthroughs in network connectivity will change the world Since the early 1990s, the advent of the internet has led to an accelerated use of technology in logistics. This has included such developments as barcode scanning and GPS tracking of shipments, as well as more recent innovations such as robots and artificial intelligence. These advancements have allowed for increased productivity and decreased costs and errors in the field. In this digital transformation age, logistic technologies are undergoing major changes in order to keep up with the pace of the modern economy. Companies must be prepared to adapt to emerging technologies if they wish to remain competitive in a globalized world. About the author John Crittenden Technical Analyst, Product Perfect Former physician, now technical author, with an emphasis on bio-tech and medical advancements. One of the many unanticipated downstream impacts of the COVID-19 pandemic has been how it revealed a level of unprecedented fragility and weakness in the global supply chain. According to Raj Subbiah , Head of Product at Uber Freight , Our CEO, Ron Lior says that ‘The logistics industry was built for a world that we no longer live in.’ Every company that deals with the movement of goods is a logistics company and has to up its level of expertise in the logistics space. We’re very good at just-in-time logistics. We’re not very good at just-in-case logistics. Our resilience needs to be better so we can ensure a consistent customer experience. Technology is the perfect solution for solving these challenges. Raj Subbiah, Head of Product at Uber Freight Modularity has heretofore characterized the use of technology in logistics. Scanning barcodes at the POS informs real-time inventory levels- the “how many”. RFID technology adds the “where”. Distribution centers sporting automated conveyor belts, robotic arms, autonomous wheeled drones, and even aerial drones- for those hard to reach places- are steadily taking over the “where to”. Why? Warehousing constitutes about 30% of logistics costs. Seasoned professionals are wary of haste in converting “Why?” to “Why not?” The product life cycle (PLC) of these innovations suggests that inflection is nigh upon us. However, knowledge of the media driven “hype cycle” and Amara’s Law suggests that reflection be given its due. Roy Amara, former director of the Institute for the Future 1 , articulates his eponymous law, “ We tend to overestimate the effect of a technology in the short run and underestimate the effect in the long run ”. That is wisdom. PLC analysis may be expanded to include the Technology Acceptance Model (TAM), the Spiral Life Cycle Model, and their hybrid, the Spiral Cost Implementation Model (SCIM). That may be useful. In this case, caution must not become intransigence. A storm of innovation is rapidly approaching. It promises coalescence of the modules described above. It promises that the lonely but efficient postmodern warehouse floor described above is inevitable. As a subject itself to the hype cycle, it is already entrenched as no less than the backbone of the Fourth Industrial Revolution. It is the Internet of Things (IoT). Sensors marry servos in the intimacy of the Fog, and the world will never be the same again. The use of low latency processing at the edge of the Cloud (the Fog) to integrate sensor data and generate a servo response promises to redefine more than logistics. It is the centerpiece of smart factories, smart logistics, smart homes, smart farms, smart energy grids, and smart maintenance. It has applications in wearables, healthcare, fleet management, hospitality, and traffic management. Job security is an understandable concern. The bad news is that as previous Industrial Revolutions displaced myriads of blue-collar workers, this one is likely to displace many white-collar workers. The good news is that ultimately those so displaced will likely only be required only to develop an appropriate new set of skills. What skillset that may be is as of now unclear. This technology has already been proven superior to human logisticians in complex upstream procurement scenarios- and that’s no bullwhip. There is, however, a bit of concern that with a dash of AI a Application Facelifts - Product Perfect Identity About Us Identity Team Our Mission Careers Careers Core Competencies Modernization Aesthetics Featured Articles Blog How VR, AR, and the metaverse will change our lives - maybe Read Now Blog Talking to robots - the boundaries of what is possible with AI and ChatGPT Read Now Home Contact Us Sitemap Services Featured Other Technology Services Application-Modernization Application Facelifts Application Redevelopment Mainframe Modernization Assessments Enterprise Application Topology Limited Integration Application Integration Data and Database Integration Private Equity Acquisition IT Roadmap and Strategy Application Redesign Artificial Intelligence Hyper-Personalization Autonomous Systems Predictive Analysis Conversational Systems Patterns & Anomalies Recognition Systems Goal-Driven Systems Natural Language Processing AR/VR Development AR Development VR Development Automation RPA AIOps Hyperautomation Scripted Systems Chatbots Business Intelligence Analytics Cloud Infrastructure Cloud-as-a-Service Cloud Management Digital Transformation Cybersecurity App Security Data Security Cloud & Infrastructure Security Compliance Threat Intelligence Attack Resiliency CRM Custom Software Development Development Process Data & Databases Data Governance Strategy Data Warehouses Database Creation & Consolidation Enterprise Data Planning, & Strategy DevOps Continuous Integration (CI/CD) ERP Home Contact Us Sitemap Industries Industries Aerospace & Defense Automotive Banking Government Healthcare Legal Logistics Mortgage Pharmaceutical Tax Real Estate Featured Articles Blog Data estates: the urban sprawl of the data world Read Now Blog Why aerospace software is decades behind Read Now Blog The modern vehicle - developers are taking to the streets Read Now Home Contact Us Sitemap Insights Case studies Legal Industry Case Studies Real Estate Data Industry Case Studies Pharma Industry Case Studies View All Case Studies Sample Deliverables Sample Software Design Deliverables Sample Tech Assessments Deliverables View All Sample Deliverables Whitepapers Exiting the Mainframe Strategies Financial, Tax, Mortgage Introduce RPA as a New Capability How Companies Can Start Using AI DevOps Team Formulation View All Whitepapers Slide Decks Exiting the Mainframe Strategies Financial, Tax, Mortgage Getting Started with AI Introduce RPA as a New Capability Deepfakes are Changing the World View All Slide Decks Interviews Fintech UI Facelift How Design Defines Culture Financial Firms and Compliance Aerospace Industry Impacted by Tech Government Software Modernization Psych Barriers to Modernization View All Interviews Videos The Mainframe Dilemma The Mainframe Generation Forging Perfect Software INSIGHTS Insights Home All Posts RECENT POSTS How IT executives leverage AI The lift - servers to the cloud Marketing to the tech consumer What cybersecurity really costs The BI platform revolution DevOps and Kubernetes Security log files can save you $$ Modernizing government software Modern logistics breakthroughs A practical guide to a modern CRM Home Contact Us Sitemap Contact USA Offices Brea, California, USA Schedule Consultation Discovery Call Deep Dive Call Contact Information Get Support Client Support Employee Support Sales Support Featured Articles Blog The omnicloud is becoming omniscient Read Now Blog DevOps success: improving application performance with deeper analytics Read Now Blog AWS cloud services: winners, losers, and pet projects Read Now Home Contact Us Sitemap Contactar a Ventas Ver Demostración Application Facelifts Modern user interfaces for existing applications Helping clients re-imagine their existing applications, without paying the price of redevelopment Senior design consultants; state-of-the-art tools UI refresh projects require understanding the entire stack From highly observable to less observable Mapping under the water-line Creating a masterful refreshed user experience is a process that requires an entire team, skilled in both the front-end user experience , as well as the back-end, custom-crafted software development logistics. Highly observable to less observable The less observed layers of the application is what so much of the user experience depends upon. Our holistic focus to these deepest levels allows a true transformation of the entire application. Pharmacy benefits management UI facelift Redesigned and refreshed a leading pharmaceautical firm's flagship benefits management desktop application into a web application using modern technologies and languages. Dashboard Admin Commission Pharmacy Locator Dose Tracking Calendar Dose Tracking Daily Tracker Price Comparison Dashboard user interface redesign Supporting nationwide brokers in their quest to see just enough relevant data when logging into their dashboard. Read the Case Study Admin commission system design and development Provided detailed analysis and data modeling to create a self hierarchical model for commissions for nationwide partners and affiliates to receive commissions. Then provided detailed screen mock ups and flow charts to illustrate the usage across technical and functional layers. Read the Case Study Pharmacy locator design and development Deeply integrated maps and search system, indexing hundreds of thousands of national pharmacies to provide nearly instant results proximal to the users current location. Read the Case Study Dose tracking monthly calendar Designed and built the backend web services and data model support for a dosage tracking calendar for medication‘s and prescriptions. Read the Case Study Dose tracking daily tracker Adapted the dose tracking system to a daily view, for user interface designs and backend webservices development. Read the Case Study Price comparison engine and user experience Designed the data model and web services methods, and implemented the web services for a detailed price comparison system for drugs pricing matrix visualizations. Read the Case Study "They understood the pharmaceutical industry well and built for us a beautiful, custom platform that tied-in to our vendors and partners seamlessly." Erin Fergus, Accounting Manager, PRAM "The product design stage is critical in a software renovation and redevelopment process." Jeff Sherwood, Senior Product Design Consultant, Product Perfect "We focus on the intersection of function, feature, and design. We strive for excellence in hitting that mark every time." Shawn Livermore, Senior Consultant, Product Perfect The computer science of an artistic facelift The notion of front-end redevelopment is well-understood, but the facelift approach is not always a clear-cut path. We've broken it down into supportive phases and systems, and have successfully executed those processes for many clients. Whitepapers Whitepaper: Facelift vs. Rewrite - How to Justify Either Approach Get a sense for the right direction to take with your application that needs a visual or holistic improvement. Does it require a full rewrite? or would a facelift of the software user experience / user interface be possible? Download The Whitepaper Legal Automation From-scratch Web Single Page App for legal automation software firm. Tax Payment Processor Flagship app redesign for 2nd largest property tax payment processor in the United States. Pharmaceutical App Redesign and replatforming of a pharma broker's main partner management web application. Legal Automation Helping our client in the legal industry build-out a new single page web app for clients to manage their cases. Download Sample Product Designs Tax Payment Processor Working with the second largest property tax payment processor in the United States on their flagship products. Download Sample Product Designs Pharmaceutical App Renovating and replatforming a web application for a leading pharmaceutical brokerage firm. Download Sample Product Designs Extra Cloud Infrastructure - Cloud Management - Product Perfect Identity About Us Identity Team Our Mission Careers Careers Core Competencies Modernization Aesthetics Featured Articles Blog How VR, AR, and the metaverse will change our lives - maybe Read Now Blog Talking to robots - the boundaries of what is possible with AI and ChatGPT Read Now Home Contact Us Sitemap Services Featured Other Technology Services Application-Modernization Application Facelifts Application Redevelopment Mainframe Modernization Assessments Enterprise Application Topology Limited Integration Application Integration Data and Database Integration Private Equity Acquisition IT Roadmap and Strategy Application Redesign Artificial Intelligence Hyper-Personalization Autonomous Systems Predictive Analysis Conversational Systems Patterns & Anomalies Recognition Systems Goal-Driven Systems Natural Language Processing AR/VR Development AR Development VR Development Automation RPA AIOps Hyperautomation Scripted Systems Chatbots Business Intelligence Analytics Cloud Infrastructure Cloud-as-a-Service Cloud Management Digital Transformation Cybersecurity App Security Data Security Cloud & Infrastructure Security Compliance Threat Intelligence Attack Resiliency CRM Custom Software Development Development Process Data & Databases Data Governance Strategy Data Warehouses Database Creation & Consolidation Enterprise Data Planning, & Strategy DevOps Continuous Integration (CI/CD) ERP Home Contact Us Sitemap Industries Industries Aerospace & Defense Automotive Banking Government Healthcare Legal Logistics Mortgage Pharmaceutical Tax Real Estate Featured Articles Blog Data estates: the urban sprawl of the data world Read Now Blog Why aerospace software is decades behind Read Now Blog The modern vehicle - developers are taking to the streets Read Now Home Contact Us Sitemap Insights Case studies Legal Industry Case Studies Real Estate Data Industry Case Studies Pharma Industry Case Studies View All Case Studies Sample Deliverables Sample Software Design Deliverables Sample Tech Assessments Deliverables View All Sample Deliverables Whitepapers Exiting the Mainframe Strategies Financial, Tax, Mortgage Introduce RPA as a New Capability How Companies Can Start Using AI DevOps Team Formulation View All Whitepapers Slide Decks Exiting the Mainframe Strategies Financial, Tax, Mortgage Getting Started with AI Introduce RPA as a New Capability Deepfakes are Changing the World View All Slide Decks Interviews Fintech UI Facelift How Design Defines Culture Financial Firms and Compliance Aerospace Industry Impacted by Tech Government Software Modernization Psych Barriers to Modernization View All Interviews Videos The Mainframe Dilemma The Mainframe Generation Forging Perfect Software INSIGHTS Insights Home All Posts RECENT POSTS How IT executives leverage AI The lift - servers to the cloud Marketing to the tech consumer What cybersecurity really costs The BI platform revolution DevOps and Kubernetes Security log files can save you $$ Modernizing government software Modern logistics breakthroughs A practical guide to a modern CRM Home Contact Us Sitemap Contact USA Offices Brea, California, USA Schedule Consultation Discovery Call Deep Dive Call Contact Information Get Support Client Support Employee Support Sales Support Featured Articles Blog The omnicloud is becoming omniscient Read Now Blog DevOps success: improving application performance with deeper analytics Read Now Blog AWS cloud services: winners, losers, and pet projects Read Now Home Contact Us Sitemap Contactar a Ventas Ver Demostración Cloud Management Eye in the sky Working with clients and partners to manage the costs and configurations of their ever-increasing cloud footprints How IT executives leverage AI to predict the future and minimize surprise Read Now Your cloud has yet to reach peak complexity Every day, with each new adjustment, your cloud configuration continues to grow and evolve. Private Clouds Private clouds offer more customized security opportunities but can require more time and capital investments. Some private clouds restrict server capacity, which limits scalability. However, private cloud infrastructure provides optimum protection for sensitive data. Dynamic utilization of public cloud capacity for overflow provides maximum security and performance at minimal cost. Public Cloud Services Public clouds offer highly flexible pay-as-you-go plans and work well for big data analytics and growing organizations or pilot projects. The shared infrastructure of public cloud services provides near-unlimited data storage capacity and automated data analytics at a lower cost. However, this approach requires active control and intentional planning of cloud resources. Cloud Management Dashboards Building, configuring, and polishing up a slew of powerful dashboards bring the full realization of what the original promise of the cloud was. By custom-crafting your organization's visualizations, executives can help avoid overprovisioning, lost instances, and runaway storage costs. Our team of cloud experts, vendors, and partners can help define and configure dashboards and tools to help bring clarity to your cloud infrastructure. We partner with all top tier cloud platforms It takes a team to successfully migrate to the cloud It's imperative to develop a comprehensive migration strategy that's truly guided by a clear and in-depth understanding all existing systems of record. Without the right people and materials in place, the migration could fail, costing far more in time and effort to untangle systems, data, and processes in the long run. Integration Planning With wall-sized diagrams, (dependency, data-flow, application inventory, integration, interaction, and many other diagram types), our teams have helped organizations plan their migration to the cloud in great detail. We can help streamline the process and greatly shorten the overall project timeline. Often these carefully drawn-up diagrams of workflows and dataflows allow back-end systems to be redesigned in the process. A successful migration can often leave system redundancies and grossly inefficient processes behind. Application Elevation Teams can be empowered to lift their own applications, processes, and data to the right level of their own cloud instances. Our consulting engagements can often expedite this process, building up teams to new levels of competency in their organization's cloud platform of choice. Aggressive Automation Taking full advantage of AIOps and software robotic process automation , our clients have leveraged cloud capabilities to optimize and even transform their business performance. Diagrams and workflows defined in the early part of the engagement may typically serve the various spawned automation efforts later on in the engagement. Regulation & Compliance Ensure compliance, security, and efficiency. Compliance with PCI DSS and other regulatory standards requires active management. Ongoing monitoring of SLAs is an important aspect of cloud management. Services Product Perfect offers comprehensive consulting services covering every step of the cloud migration, cloud implementation, compliance, and cloud maintenance process. Our unparalleled expertise, combined with a disciplined methodical approach, will help you leverage innovative cloud technology throughout your organization, helping you speed up your digital transformation. Cloud migration: making the move, step by step Realize all the benefits of cloud processes while simultaneously avoiding all the pitfalls. Step 1 Analyze and Diagram Many systems of record reveal a history of modular expansion from a front-end perspective. The result is redundancy and needless complexity in data storage, data flow, and system architecture. Back-end redesign enhances system performance as well as organizational performance. These wall-sized diagrams show the flow of info Technology Assessments - Limited Integration - Product Perfect Identity About Us Identity Team Our Mission Careers Careers Core Competencies Modernization Aesthetics Featured Articles Blog How VR, AR, and the metaverse will change our lives - maybe Read Now Blog Talking to robots - the boundaries of what is possible with AI and ChatGPT Read Now Home Contact Us Sitemap Services Featured Other Technology Services Application-Modernization Application Facelifts Application Redevelopment Mainframe Modernization Assessments Enterprise Application Topology Limited Integration Application Integration Data and Database Integration Private Equity Acquisition IT Roadmap and Strategy Application Redesign Artificial Intelligence Hyper-Personalization Autonomous Systems Predictive Analysis Conversational Systems Patterns & Anomalies Recognition Systems Goal-Driven Systems Natural Language Processing (NLP) AR/VR Development AR Development VR Development Automation RPA AIOps Hyperautomation Scripted Systems Chatbots Business Intelligence Analytics Cloud Infrastructure Cloud-as-a-Service Cloud Management Digital Transformation Cybersecurity App Security Data Security Cloud & Infrastructure Security Compliance Threat Intelligence Attack Resiliency CRM Custom Software Development Development Process Data & Databases Data Governance Strategy Data Warehouses Database Creation & Consolidation Enterprise Data Analytics, Planning, & Strategy. DevOps Continuous Integration (CI/CD) Setup ERP Home Contact Us Sitemap Industries Industries Aerospace & Defense Automotive Banking Government Healthcare Legal Logistics Mortgage Pharmaceutical Tax Real Estate Featured Articles Blog Data estates: the urban sprawl of the data world Read Now Blog Why aerospace software is decades behind Read Now Blog The modern vehicle - developers are taking to the streets Read Now Home Contact Us Sitemap Insights Case studies Legal Industry Case Studies Tax Industry Case Studies Pharma Industry Case Studies View All Case Studies Sample Deliverables Sample Software Design Deliverables Sample Tech Assessments Deliverables View All Sample Deliverables Whitepapers Exiting the Mainframe Strategies Financial, Tax, Mortgage Introduce RPA as a New Capability How Companies Can Start Using AI DevOps Team Formulation View All Whitepapers Slide Decks Exiting the Mainframe Strategies Financial, Tax, Mortgage Getting Started with AI Introduce RPA as a New Capability Deepfakes are Changing the World View All Slide Decks Interviews Fintech UI Facelift How Design Defines Culture Financial Firms and Compliance Aerospace Industry Impacted by Tech Government Software Modernization Psych Barriers to Modernization View All Interviews Videos The Mainframe Dilemma The Mainframe Generation Forging Perfect Software INSIGHTS Insights Home All Posts RECENT POSTS How IT executives leverage AI The lift - servers to the cloud Marketing to the tech consumer What cybersecurity really costs The BI platform revolution DevOps and Kubernetes Security log files can save you $$ Modernizing government software Modern logistics breakthroughs A practical guide to a modern CRM Home Contact Us Sitemap Contact USA Offices Brea, California, USA Schedule Consultation Discovery Call Deep Dive Call Contact Information Get Support Client Support Employee Support Sales Support Featured Articles Blog The omnicloud is becoming omniscient Read Now Blog DevOps success: improving application performance with deeper analytics Read Now Blog AWS cloud services: winners, losers, and pet projects Read Now Home Contact Us Sitemap Contactar a Ventas Ver Demostración Limited Integration Assessments Surgical involvement for maximum benefit Engaging on specific, limited application integration projects to ensure perfect outcomes Sample Deliverables for Tech Assessment Engagements Please enter your first and last name. Download the Samples Thank you! File will download shortly. File should have downloaded... Check browser downloads. Oops! Something went wrong while submitting the form. Common Deliverables from Limited Integration Assessment Engagements Deliverables for Limited Integration Assessment Engagements are often wall-sized, comprehensive, and provide meaningful outcomes for organizations. They are composed by solution architects, enterprise architects, technical business analysts and designers. Database Integration Topology All integration points across all data stores and databases in the IT footprint. Web Service Integrations The connective tissue between and behind the full suite of webservices in the enterprise. Data-Flow Diagram A comprehensive flow of data through all primary systems, apps, and databases. Dependency Diagrams Application & project milestone dependencies visualized, showing relational and logical flows. Database Integration Topology All integration points across all data stores and databases in the IT footprint. Preview Deliverable Samples Web Service Integrations These diagrams showcase how and where webservices are called, and underlying data is flowing through apps and databases. Clients may opt to see the big picture view, or narrowly scope the model to just specific applications. Preview Deliverable Samples Data-Flow Diagram A comprehensive flow of data through all primary systems, apps, and databases. Preview Deliverable Samples Dependency Diagrams Application & project milestone dependencies visualized, showing relational and logical flows. Preview Deliverable Samples "We were thoroughly impressed and grateful for the impact that the Product Perfect consulting team had on our entire organization." Marshall Cook, CEO of BalanceGenics "Connect with our team for focused, collaborative sessions." Danielle Serquen, President of BalanceGenics Tailored application and integration solutions for complex business domains Across any industry, our integration specialists can formulate a go-forward approach and strategy to bring your organizational goals to life. We specialize in providing tailored solutions for complex domains through the expertise of our senior consultants, analysts, and designers. Our approach includes conducting in-depth interviews, using diagnostic diagrams and data visualization, and employing excellent communication skills to provide clarity and insights to both executive and technical audiences. We offer performance analysis and aid in developing business strategy to support decision-making, and our deep understanding of IT infrastructure and digital transformation enables us to provide expert project management for a seamless process. With our extensive domain expertise in product design and development, we can help you bring your ideas to life and stay ahead of the competition. "The Product Perfect team was able to engage at a deep level and offer substantial value in a very short amount of time. Great enterprise architecture minds." Eddie Batista, VP of Software Development "The intellectual capacity and technical maturity of the Product Perfect team exceeded expectations." Paul Larkins, Former Board Chairman, Lereta Other assessment engagement types Aside from our full service technology software consulting general offerings, we offer various other types of consultative assessment engagements, including these below. EA Topology Assessments Limited Integration Assessments App Integration Assessments Database Integration Assessments Private Equity Acquisition Assessments IT Roadmap and Strategy App Redesign Assessments Connect with our team for a focused, collaborative session aimed at framing a potential engagement. Schedule Call Assessment Discovery Call Senior consultants with previous experience with these types of projects can set the stage for a well-framed engagement. Discovery Call Details Product Deep-Dive A focused session on your specific software applications, platforms, or projects. Typically this includes technical resources from Team - Product Perfect Identity About Us Identity Team Our Mission Careers Careers Core Competencies Modernization Aesthetics Featured Articles Blog How VR, AR, and the metaverse will change our lives - maybe Read Now Blog Talking to robots - the boundaries of what is possible with AI and ChatGPT Read Now Home Contact Us Sitemap Services Featured Other Technology Services Application-Modernization Application Facelifts Application Redevelopment Mainframe Modernization Assessments Enterprise Application Topology Limited Integration Application Integration Data and Database Integration Private Equity Acquisition IT Roadmap and Strategy Application Redesign Artificial Intelligence Hyper-Personalization Autonomous Systems Predictive Analysis Conversational Systems Patterns & Anomalies Recognition Systems Goal-Driven Systems Natural Language Processing AR/VR Development AR Development VR Development Automation RPA AIOps Hyperautomation Scripted Systems Chatbots Business Intelligence Analytics Cloud Infrastructure Cloud-as-a-Service Cloud Management Digital Transformation Cybersecurity App Security Data Security Cloud & Infrastructure Security Compliance Threat Intelligence Attack Resiliency CRM Custom Software Development Development Process Data & Databases Data Governance Strategy Data Warehouses Database Creation & Consolidation Enterprise Data Planning, & Strategy DevOps Continuous Integration (CI/CD) ERP Home Contact Us Sitemap Industries Industries Aerospace & Defense Automotive Banking Government Healthcare Legal Logistics Mortgage Pharmaceutical Tax Real Estate Featured Articles Blog Data estates: the urban sprawl of the data world Read Now Blog Why aerospace software is decades behind Read Now Blog The modern vehicle - developers are taking to the streets Read Now Home Contact Us Sitemap Insights Case studies Legal Industry Case Studies Real Estate Data Industry Case Studies Pharma Industry Case Studies View All Case Studies Sample Deliverables Sample Software Design Deliverables Sample Tech Assessments Deliverables View All Sample Deliverables Whitepapers Exiting the Mainframe Strategies Financial, Tax, Mortgage Introduce RPA as a New Capability How Companies Can Start Using AI DevOps Team Formulation View All Whitepapers Slide Decks Exiting the Mainframe Strategies Financial, Tax, Mortgage Getting Started with AI Introduce RPA as a New Capability Deepfakes are Changing the World View All Slide Decks Interviews Fintech UI Facelift How Design Defines Culture Financial Firms and Compliance Aerospace Industry Impacted by Tech Government Software Modernization Psych Barriers to Modernization View All Interviews Videos The Mainframe Dilemma The Mainframe Generation Forging Perfect Software INSIGHTS Insights Home All Posts RECENT POSTS How IT executives leverage AI The lift - servers to the cloud Marketing to the tech consumer What cybersecurity really costs The BI platform revolution DevOps and Kubernetes Security log files can save you $$ Modernizing government software Modern logistics breakthroughs A practical guide to a modern CRM Home Contact Us Sitemap Contact USA Offices Brea, California, USA Schedule Consultation Discovery Call Deep Dive Call Contact Information Get Support Client Support Employee Support Sales Support Featured Articles Blog The omnicloud is becoming omniscient Read Now Blog DevOps success: improving application performance with deeper analytics Read Now Blog AWS cloud services: winners, losers, and pet projects Read Now Home Contact Us Sitemap Contactar a Ventas Ver Demostración Team A global team with a local focus Distributed on client engagements around the United States, headquartered in Southern California Shawn Livermore CEO With 24 Years in information technology / software consulting, Shawn brings together a team of authors, consultants, software architects, and engineering talent from nearly every industry. Shawn has written multiple books, at least one of which is a best seller, and leads the custom software development practice. Alan Katawazi Senior VP, Strategic Partnerships As a best-selling author and senior consultant with 20+ years experience, Alan Katawazi leads the government software practice and chairs our strategy team. His software is used by millions of people each day, having created portions of security logic Microsoft incorporated into the .NET Framework itself. He has worked as a software consultant for numerous Fortune 500 companies including Amazon, Sodexo, UBS, and Microsoft building enterprise apps. Chad Collins Senior Consultant, Practice Leader As a senior software consultant and author, Chad leads our aerospace practice. Chad's was at Boeing and NASA, working on the International Space Station, the Space Shuttle , and Advanced Development & Exploration programs prior to consulting for industries of oil & gas, environmental & regulatory compliance. Micheal Gerstner Senior Consultant, Finance Micheal Gerstner has 20 years of developing large-scale and proprietary initiatives and programs for some of the largest financial firms in the United States. With a Black Belt in Six Sigma, PMP PMI, and an Agile Scrum Master, Micheal has specific mortgage, banking, tax processing experience with industry leaders like Mr. Cooper, Core Logic, and Bank of America. Jeff Sherwood Senior Consultant, Practice Leader, Software UI Design With nearly 20 years of product design experience for Fortune 500 companies and major internet brands, Jeff provides depth and leadership to clients from a variety of industries. Consultants at work in every time zone Supporting clients around the world in their software and technology projects. Global team of consultants United States, Canada, France, India, and more Our global team of software architects, consultants, designers, developers, and analysts spans across every timezone around the world. Southern California based Orange County, California headquarters Our team is local to California yet ready for travel to any location in the United States. Software consulting and technology assessment engagements offer discovery, modernization , migration, and redevelopment for clients in nearly every technology platform available. Creating a thriving atmosphere Fostering a culture of growth and discovery We're building a world-class model for people-infrastructure and welcome you to join our team. More on Careers Connect with our team for a focused, collaborative sess
Showing first 200,000 of 934,043 chars · Full corpus: output/productperfect-com/full-text.txt
◈ Crawled Pages — Provenance Chain
https://www.productperfect.com/https://www.productperfect.com/all-insightshttps://www.productperfect.com/blog/a-practical-guide-to-a-modern-crmhttps://www.productperfect.com/blog/aws-cloud-services-winners-losers-pet-projectshttps://www.productperfect.com/blog/data-estates-the-urban-sprawl-of-the-data-worldhttps://www.productperfect.com/blog/devops-success-improving-application-performance-with-deeper-analyticshttps://www.productperfect.com/blog/hard-numbers-cybersecurity-real-costshttps://www.productperfect.com/blog/how-developers-are-turning-vehicles-into-top-consumers-of-infotainment-navigation-and-telematics-appshttps://www.productperfect.com/blog/how-it-executives-leverage-ai-to-predict-the-future-and-minimize-surprisehttps://www.productperfect.com/blog/how-vr-ar-and-the-metaverse-will-change-our-lives-maybehttps://www.productperfect.com/blog/marketing-to-the-technology-consumerhttps://www.productperfect.com/blog/modern-logistics-how-breakthroughs-in-network-connectivity-will-change-the-worldhttps://www.productperfect.com/blog/moving-big-data-stack-server-cloudhttps://www.productperfect.com/blog/omnicloud-becoming-omniscient-delivering-wider-coveragehttps://www.productperfect.com/blog/security-log-files-can-save-you-a-ton-of-moneyhttps://www.productperfect.com/blog/shortening-time-to-value-achieved-by-using-devops-with-kuberneteshttps://www.productperfect.com/blog/talking-to-robots-the-boundaries-of-what-is-possible-with-ai-and-chatgpthttps://www.productperfect.com/blog/the-business-intelligence-platform-revolutionhttps://www.productperfect.com/blog/the-impossible-task-of-modernizing-government-softwarehttps://www.productperfect.com/blog/why-aerospace-software-is-decades-behindhttps://www.productperfect.com/case-studieshttps://www.productperfect.com/case-studies/legal-industry-case-studieshttps://www.productperfect.com/case-studies/pharma-industry-case-studieshttps://www.productperfect.com/case-studies/real-estate-data-industry-case-studieshttps://www.productperfect.com/contacthttps://www.productperfect.com/contact/schedule-consultationhttps://www.productperfect.com/contact/schedule-consultation/discovery-intro-callhttps://www.productperfect.com/contact/schedule-consultation/product-deep-dive-callhttps://www.productperfect.com/contact/supporthttps://www.productperfect.com/identityhttps://www.productperfect.com/identity/aestheticshttps://www.productperfect.com/identity/careershttps://www.productperfect.com/identity/modernizationhttps://www.productperfect.com/identity/our-missionhttps://www.productperfect.com/identity/teamhttps://www.productperfect.com/industries/aerospace-defensehttps://www.productperfect.com/industries/automotivehttps://www.productperfect.com/industries/financial-bankinghttps://www.productperfect.com/industries/financial-mortgagehttps://www.productperfect.com/industries/financial-taxhttps://www.productperfect.com/industries/government+84 more
Law I — Provenance · Law III — Reverse Ontology · source: https://www.productperfect.com/ Visit Source ↗
Root-LD — Traveling Context Pod v1.0 · gdr-8af6a09d · three layers
22
Graph Edges
27,503
Tokens Measured
0.1517
Type-Token Ratio
1
Schema Blocks
20%
Schema Coverage
Root-LD is the traveling context pod for this entity — permanent, provenance-grounded. The head <script> block is machine-readable. This section shows the same data to humans. We show the work in both spaces.
Layer 1 — Anchor · Immutable after mint. UUID, federation_id, content hash, timestamps. A new crawl appends to recursive — the anchor is never touched. Law I — Provenance.
rld:anchor — gdr-8af6a09d
{
  "uuid": "8af6a09d-d231-41b2-a6fa-cfda361095fb",
  "federation_id": "gdr-8af6a09d",
  "sequence": 0,
  "content_hash": "e351e02682468e209420f2dd32d5b54b08a1552b63cd1dabbfe233c19c7fba65",
  "primary_source": "https://www.productperfect.com/",
  "source_verified": true,
  "generation_method": "crawl_extract_v1",
  "spec_version": "1.0",
  "queued_at": "2026-05-17T23:20:58.675977+00:00",
  "minted_at": "2026-05-17T23:20:58.675977+00:00"
}
Layer 2 — Body · Complete measurement snapshot frozen at mint. Identity, SEO, schema graph, six-layer topology fingerprint, ratio signals, navigation. Law II — Temporal Attestation.
rld:body — productperfect.com
{
  "domain": "productperfect.com",
  "canonical_url": "https://www.productperfect.com/",
  "tld": "com",
  "slug": "productperfect-com",
  "status_code": 200,
  "redirect_chain": [],
  "response_time_ms": 2082,
  "ssl_valid": true,
  "server_header": "cloudflare",
  "title": "Home - Product Perfect",
  "h1": "Leveraging AI, Transforming Organizations",
  "meta_description": "Product Perfect is a software consulting firm, specializing in legacy modernization and application redevelopment. Based in Orange County, Southern California, we service clients in all industries across the United States and Canada.",
  "lang_declared": "en",
  "schema_types": [
    "CollectionPage",
    "Organization",
    "ImageObject",
    "PostalAddress",
    "ItemList",
    "ListItem",
    "BreadcrumbList"
  ],
  "schema_score": 0.2011,
  "schema_prop_count": 14,
  "schema_gap_list": [
    "significantLink",
    "mainContentOfPage",
    "reviewedBy",
    "speakable",
    "lastReviewed",
    "specialty",
    "relatedLink",
    "primaryImageOfPage",
    "funding",
    "provider",
    "genre",
    "wordCount",
    "accessModeSufficient",
    "acquireLicensePage",
    "temporalCoverage",
    "publisher",
    "thumbnail",
    "thumbnailUrl",
    "commentCount",
    "displayLocation"
  ],
  "top_semantic_words": [
    "data",
    "cloud",
    "software",
    "application",
    "blog",
    "development",
    "systems",
    "intelligence",
    "case",
    "modernization",
    "studies",
    "mainframe",
    "industry",
    "security",
    "integration",
    "sitemap",
    "services",
    "devops",
    "deliverables",
    "sample",
    "support",
    "financial",
    "insights",
    "featured",
    "team",
    "analytics",
    "product",
    "tax",
    "strategy",
    "modern",
    "perfect",
    "aerospace",
    "government",
    "infrastructure",
    "mortgage",
    "rpa",
    "tech",
    "logistics",
    "articles",
    "enterprise"
  ],
  "ratio_signals": {
    "schema_density": 0.35,
    "nav_ratio": 0.496,
    "content_to_structure_ratio": 0.230901,
    "external_tld_diversity": 0,
    "self_declaration_coherence": 0.0111,
    "schema_to_navigation_alignment": 0.0,
    "javascript_surface_ratio": 0.0,
    "url_depth_distribution": {
      "depth_0": 1,
      "depth_1": 11,
      "depth_2": 71,
      "depth_3plus": 42
    }
  },
  "semantic_html_ratio": 0.0,
  "javascript_surface_ratio": 0.0,
  "img_alt_coverage": 0.0,
  "robots_complexity_score": 0,
  "ariadne_blocked": false,
  "security_label": "MINIMAL",
  "https_enforced": true,
  "freshness_label": "CURRENT",
  "tld_starjet_url": "https://globaldataregistry.com/registry/tld/ledger/com",
  "schema_starjet_urls": [
    "https://globaldataregistry.com/registry/schema/ledger/collectionpage",
    "https://globaldataregistry.com/registry/schema/ledger/organization",
    "https://globaldataregistry.com/registry/schema/ledger/imageobject",
    "https://globaldataregistry.com/registry/schema/ledger/postaladdress",
    "https://globaldataregistry.com/registry/schema/ledger/itemlist",
    "https://globaldataregistry.com/registry/schema/ledger/listitem",
    "https://globaldataregistry.com/registry/schema/ledger/breadcrumblist"
  ],
  "native_text_sample": "Identity\nServices\nIndustries\nInsights\nContact\nLeveraging AI, Transforming Organizations\n\nProduct Perfect - a software consulting firm focused on leveraging AI to modernize and redevelop software applications for the enterprise.\n\nRead the case studies\n\n“We’ve helped clients harness AI and modernize their flagship apps along the way.”\n\nJeff Sherwood\nSr. Consultant, Product Perfect\nHow modern technology frameworks affect the aerospace industry.\n\nChad Collins, Sr. Consultant, Product Perfect, talks ",
  "topology_fingerprint_version": "1.0.0"
}
Layer 3 — Recursive · Empty at mint. Grows forever through accumulated corpus passes. Common edges (Law V), uncommon edges (Law VI), topology cluster scores. The graph builds itself. Law VII — Torus.
rld:recursive — edge_count=0
{
  "edges": [],
  "appended_at": [],
  "edge_count": 0
}
Root-LD v1.0 · root-ld.org · Law I+II+VII root-ld.org ↗
Schema.org Intelligence scored · graph traversal · Law VI negative space
20% coverage · 7 types · 14 props · 52 gaps · click to expand
20%
Schema Utilization Score
MINIMAL COVERAGE — SIGNIFICANT GAPS
schema.org v2.0.0 · 14 props extracted · 52 gaps · https://www.productperfect.com/
WebPageCollectionPageOrganizationImageObjectPostalAddressItemList
◈ Schema Graph — Three-Direction Traversal
Declared: CollectionPage · Organization · ImageObject · PostalAddress · ItemList · ListItem · BreadcrumbList
✓ Implemented
nameownCase Studies
descriptionownCase studies of Product Perfect technology engagements with clients across numerous industries.
urlown/case-studies
aboutownProduct Perfect
mainEntityownProduct Perfect Case Studies
breadcrumbown[BreadcrumbList]
logoown[ImageObject]
addressown[PostalAddress]
addressLocalityownBrea
addressRegionownCA
addressCountryownUS
itemListElementownLegal Industry Case Studies (+2 more)
positionown1
itemown/
✗ Not Implemented / Gap
priceRangegap
geogap
imagegap
foundingDategap
alternateNamegap
aggregateRatinggap
slogangap
identifiergap
sameAsgap
knowsAboutgap
keywordsgap
hasOfferCataloggap
emailgap
openingHoursgap
contactPointgap
numberOfEmployeesgap
areaServedgap
legalNamegap
telephonegap
significantLinkgap
mainContentOfPagegap
reviewedBygap
speakablegap
lastReviewedgap
specialtygap
relatedLinkgap
primaryImageOfPagegap
fundinggap
providergap
genregap
wordCountgap
accessModeSufficientgap
acquireLicensePagegap
temporalCoveragegap
publishergap
thumbnailgap
thumbnailUrlgap
commentCountgap
displayLocationgap
WebPageancestor +1schema.org/WebPage ↗1/9 (11%)
A web page. Every web page is implicitly assumed to be declared to be of type WebPage, so the various properties about that webpage, such as <code>breadcrumb</code> may be used. We
breadcrumb
significantLinkmainContentOfPagereviewedByspeakablelastReviewedspecialtyrelatedLinkprimaryImageOfPage
CreativeWorkancestor +2schema.org/CreativeWork ↗3/111 (2%)
The most generic kind of creative work, including books, movies, photographs, software programs, etc.
aboutpositionmainEntity
fundingprovidergenrewordCountaccessModeSufficientacquireLicensePagetemporalCoveragepublisherthumbnailthumbnailUrl
Thingancestor +3schema.org/Thing ↗3/13 (23%)
The most generic type of item.
namedescriptionurl
sameAsadditionalTypeidentifierownersubjectOfmainEntityOfPagepotentialActionalternateNameimagedisambiguatingDescription
MedicalWebPagesibling via WebPageschema.org/MedicalWebPage ↗1 exclusive
A web page that provides medical information.
medicalAudience
QAPagesibling via WebPageschema.org/QAPage ↗0 exclusive
A QAPage is a WebPage focussed on a specific Question and its Answer(s), e.g. in a question answering site or documenting Frequently Asked Questions (FAQs).
ContactPagesibling via WebPageschema.org/ContactPage ↗0 exclusive
Web page type: Contact page.
AboutPagesibling via WebPageschema.org/AboutPage ↗0 exclusive
Web page type: About page.
ProfilePagesibling via WebPageschema.org/ProfilePage ↗0 exclusive
Web page type: Profile page.
ItemPagesibling via WebPageschema.org/ItemPage ↗0 exclusive
A page devoted to a single item, such as a particular product or hotel.
CheckoutPagesibling via WebPageschema.org/CheckoutPage ↗0 exclusive
Web page type: Checkout page.
SearchResultsPagesibling via WebPageschema.org/SearchResultsPage ↗0 exclusive
Web page type: Search results page.
FAQPagesibling via WebPageschema.org/FAQPage ↗0 exclusive
A [[FAQPage]] is a [[WebPage]] presenting one or more "[Frequently asked questions](https://en.wikipedia.org/wiki/FAQ)" (see also [[QAPage]]).
MediaGallerychild / upgradeschema.org/MediaGallery ↗+0 props
Web page type: Media gallery page. A mixed-media page that can contain media such as images, videos, and other multimedia.
◈ Structural Negative Type Space — Constitutional Law VI
◈ Action Branch

No structural connection to the Action branch. Graph position measurement. schema.org/Action ↗ · Law III — meaning is yours.

◈ BioChemEntity Branch

No structural connection to the BioChemEntity branch. Graph position measurement. schema.org/BioChemEntity ↗ · Law III — meaning is yours.

◈ Event Branch

No structural connection to the Event branch. Graph position measurement. schema.org/Event ↗ · Law III — meaning is yours.

◈ Intangible Branch

No structural connection to the Intangible branch. Graph position measurement. schema.org/Intangible ↗ · Law III — meaning is yours.

◈ MedicalEntity Branch

No structural connection to the MedicalEntity branch. Graph position measurement. schema.org/MedicalEntity ↗ · Law III — meaning is yours.

◈ Organization Branch

No structural connection to the Organization branch. Graph position measurement. schema.org/Organization ↗ · Law III — meaning is yours.

◈ Person Branch

No structural connection to the Person branch. Graph position measurement. schema.org/Person ↗ · Law III — meaning is yours.

◈ Place Branch

No structural connection to the Place branch. Graph position measurement. schema.org/Place ↗ · Law III — meaning is yours.

◈ Product Branch

No structural connection to the Product branch. Graph position measurement. schema.org/Product ↗ · Law III — meaning is yours.

◈ Taxon Branch

No structural connection to the Taxon branch. Graph position measurement. schema.org/Taxon ↗ · Law III — meaning is yours.

◈ Gap List (52 properties unmapped)
significantLinkmainContentOfPagereviewedByspeakablelastReviewedspecialtyrelatedLinkprimaryImageOfPagefundingprovidergenrewordCountaccessModeSufficientacquireLicensePagetemporalCoveragepublisherthumbnailthumbnailUrlcommentCountdisplayLocationarchivedAtdigitalSourceTypeassesseslicensekeywordshasPartfunderaccessModeaggregateRatingmaterial
+22 more gaps not shown
◈ Source Schema.org — Raw Extraction (1 blocks)
Block 1 · @type: CollectionPage
{
  "@context": "https://schema.org",
  "@type": "CollectionPage",
  "name": "Case Studies",
  "description": "Case studies of Product Perfect technology engagements with clients across numerous industries.",
  "url": "/case-studies",
  "about": {
    "@type": "Organization",
    "@id": "https://www.productperfect.com/#organization",
    "name": "Product Perfect",
    "description": "A software consulting firm specializing in application modernization, artificial intelligence, cloud infrastructure, cybersecurity, and custom software development across multiple industries.",
    "logo": {
      "@type": "ImageObject",
      "url": "https://cdn.prod.website-files.com/630fbda941f2924a1ea5633e/632cbc0aabbc28167ff37afe_PP_Logo_White%20(1).webp"
    },
    "address": {
      "@type": "PostalAddress",
      "addressLocality": "Brea",
      "addressRegion": "CA",
      "addressCountry": "US"
    },
    "url": "https://www.productperfect.com/",
    "sameAs": []
  },
  "mainEntity": {
    "@type": "ItemList",
    "name": "Product Perfect Case Studies",
    "description": "Technology engagement case studies across legal, real estate, pharmaceutical, insurance, and tax industries",
    "itemListElement": [
      {
        "@type": "ListItem",
        "position": 1,
        "name": "Legal Industry Case Studies",
        "url": "/case-studies/legal-industry-case-studies"
      },
      {
        "@type": "ListItem",
        "position": 2,
        "name": "Real Estate Data Industry Case Studies",
        "url": "/case-studies/real-estate-data-industry-case-studies"
      },
      {
        "@type": "ListItem",
        "position": 3,
        "name": "Pharma Industry Case Studies",
        "url": "/case-studies/pharma-industry-case-studies"
      }
    ]
  },
  "breadcrumb": {
    "@type": "BreadcrumbList",
    "itemListElement": [
      {
        "@type": "ListItem",
        "position": 1,
        "name": "Home",
        "item": "/"
      },
      {
        "@type": "ListItem",
        "position": 2,
        "name": "Case Studies",
        "item": "/case-studies"
      }
    ]
  }
}
◈ Source: https://www.productperfect.com/case-studies · Fetched: 2026-05-17T23:21:03Z · Law I — Provenance
schema.org v2.0.0 · source: https://www.productperfect.com/ schema.org/CollectionPage ↗
Semantic Words 40 words · frequency ranked · Law III
40 words · top 5: data · cloud · software · application · blog · click to expand
Top 40 words by frequency from https://www.productperfect.com/ + 124 interior pages (128,777 words total). Stop-words stripped. Ranked by repetition.
#1data417x · 2.26%
#2cloud264x · 1.43%
#3software258x · 1.4%
#4application239x · 1.3%
#5blog219x · 1.19%
#6development186x · 1.01%
#7systems184x · 1.0%
#8intelligence167x · 0.91%
#9case165x · 0.9%
#10modernization165x · 0.9%
#11studies149x · 0.81%
#12mainframe149x · 0.81%
#13industry144x · 0.78%
#14security141x · 0.77%
#15integration138x · 0.75%
#16sitemap135x · 0.73%
#17services132x · 0.72%
#18devops132x · 0.72%
#19deliverables126x · 0.68%
#20sample121x · 0.66%
#21support121x · 0.66%
#22financial117x · 0.63%
#23insights111x · 0.6%
#24featured110x · 0.6%
#25team109x · 0.59%
#26analytics105x · 0.57%
#27product103x · 0.56%
#28tax101x · 0.55%
#29strategy100x · 0.54%
#30modern99x · 0.54%
#31perfect97x · 0.53%
#32aerospace95x · 0.52%
#33government95x · 0.52%
#34infrastructure94x · 0.51%
#35mortgage92x · 0.5%
#36rpa86x · 0.47%
#37tech86x · 0.47%
#38logistics84x · 0.46%
#39articles83x · 0.45%
#40enterprise81x · 0.44%
Law III — frequency measured, meaning is the reader's · source: https://www.productperfect.com/
Text Topology Fingerprint v1.0.0 · very_long · 200,000 chars · Law III
Six-layer pre-linguistic shape measurement. Deterministic. Same input, same output, always. Hash: 15b91aa8ab455a7cdebaaf5a1fc68fe3...
◈ Signal Matrix
0.152
TTR
0.089
HAPAX
0.911
REP
0.675
BIGRAM
0.585
H2T
0.449
CPRT
4.542
SKEW
19.715
KURT
1.422
C/P
1.588
PENT
0.647
S1P
0.001
NASC
TTR=type-token ratio · HAPAX=hapax ratio · REP=repetition score · BIGRAM=bigram repetition · H2T=hapax-to-type · CPRT=capital token ratio · SKEW=sentence skewness · KURT=sentence kurtosis · C/P=comma-period ratio · PENT=punct entropy · S1P=single-sent para ratio · NASC=non-ASCII ratio
◈ Topology Position
Latin dominant · narrow vocabulary range · short-form declarative register · moderate clause complexity · narrow topic focus · moderate uncommon edge signal
◈ Six Measurement Layers
Layer 1 — Character
0.0007
Non-ASCII Ratio
0.0 = Latin-dominant · 1.0 = fully non-Latin script
Layer 1 — Character
3.2153
Character Entropy
Shannon entropy of character distribution.
Layer 1 — Character
'e' (19848x)
Most Frequent
Highest-frequency character. Law V — common edge.
Layer 2 — Token
0.1517
Type-Token Ratio
Unique tokens / total tokens. Lexical diversity signal.
Layer 2 — Token
0.0888
Hapax Ratio
Tokens appearing exactly once. Law VI — uncommon edge.
Layer 6 — Document
0.5852
Hapax to Type
Hapax count / unique token count.
Layer 3 — Punctuation
1.4223
Comma/Period Ratio
Clause complexity per sentence.
Layer 3 — Punctuation
1.5884
Punct Entropy
Shannon entropy across punctuation types.
Layer 4 — Sentence
666
Sentence Count
Total detected sentences across all crawled pages.
Layer 4 — Sentence
4.5417
Skewness
Positive = long-tail. Negative = conversational.
Layer 5 — Paragraph
0.6471
Single Sent Ratio
High = web copy. Low = academic prose.
Layer 6 — Document
0.9112
Repetition Score
Tokens appearing more than once / total.
◈ Token Length Distribution
1-3
26%
4-6
28%
7-10
35%
11-15
10%
16-20
0%
21+
0%
◈ Density Gradient — TTR per Document Tenth
Front-loaded = abstract/preamble · Flat = consistent prose · Back-loaded = building complexity
◈ Lexical Richness Curve — Rolling Window TTR
0.51.0
Window=50 tokens · Step=25 · 1099 data points
topology_fingerprint.py v1.0.0 · sha256: 15b91aa8ab455a7c... · Law III + Law VI
Ratio Signals 8 deterministic measurements · the gap is the signal
Eight deterministic measurements. Law I: every value traces to its source stage.
schema density
0.3500
Schema props extracted / top semantic words.
nav ratio
0.4960
Nav URLs / total internal URLs.
content to structure ratio
0.2309
Total words / raw HTML bytes. Content density.
external tld diversity
0
Unique TLD count in outbound links.
self declaration coherence
0.0111
Fuzzy overlap across title / H1 / meta / schema name.
schema to nav alignment
0.0000
Schema type tokens vs nav link text overlap.
javascript surface ratio
0.0000
Fraction of interior pages JS-gated.
URL Depth Distribution
depth_0: 1 · depth_1: 11 · depth_2: 71 · depth_3plus: 42
Internal URLs by path depth. Depth 0 = root.
Tech Stack · Security · Freshness SecurityLabel.MINIMAL · FreshnessLabel.CURRENT
Sitemap: ✗Robots.txt: ✗Schema.org: ✗Open Graph: ✓Canonical: ✗HTTPS: ✓HSTS: ✓CSP: ✗
Security
SecurityLabel.MINIMAL
Freshness
FreshnessLabel.CURRENT
Server
cloudflare
cdnCloudflare
web_servercloudflare
analytics['Google Analytics', 'Google Tag Manager']
frameworks['angular']
Ledger Appends 8 ledgers · graph edge traversal · Law V+VII
Build: national-transit-v1.0.0 Spec: Root-LD v1.0 Status: LIVE Minted: 2026-05-17
productperfect.com · gdr-8af6a09d
productperfect.com is recorded in the Global Data Registry — open provenance infrastructure for the machine-readable web.
View the Registry →