◈ Homepage — https://www.factored.ai/Services Industries Our Work Careers About Get Started Execute With Elite AI, Machine Learning & Data Engineers For enterprises ready to turn ambitious AI plans into production. Get Started Start Building With Factored Explore Our Work Explore Our Work Premier-Certified Partner Expertise Learn More Learn More About Factored Partners Co-Founded With Dr. Andrew Ng “Factored has been playing a leading role in finding great technical talent, and connecting them with the businesses that are building these valuable and exciting AI projects.”
 Andrew Ng Co-Founding Advisor Learn More Learn More About Us Three Ways To Engage Embedded Engineers Elite, dedicated engineers who onboard quickly, are embedded in your team, and are managed by your stakeholders. Managed Services End-to-end AI and data solutions designed, managed, and scaled by Factored to drive measurable ROI. Advisory in AI, ML, and Data Senior architects guide feasibility, prioritization, and strategy with expert insight to de-risk critical decisions, solve challenges and drive competitive advantage. Deep Expertise In Data & AI AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Move From Promising Models To Real-World Impact. Designing ML and AI systems that operate in production, at scale, under real constraints. From classical ML to GenAI, we excel at deployment, monitoring, and measurable outcomes. End-to-end ML systems Production-ready AI applications GenAI with evaluation and guardrails Start Building Start Building With Factored Learn More Learn More About AI & Machine Learning Why Fortune 500 Leaders Choose Factored Specialized Engineers Execute with proven experience delivering production grade systems within weeks. Collaborate In U.S. Time Zones Engineers in your time zone, fully dedicated, aligned with your mission, and embedded in your culture. Enterprise-Grade Production Security, compliance, observability, and model governance built in. We deploy ready to scale. Vetting The Highest-Caliber Engineers Attracting, rigorously vetting, and specializing world-class engineers while continually sharpening their enterprise capabilities as the industry evolves. AI Residency guiding engineers to the pinnacle of their career. Backed by cutting-edge research, best-in-class techniques, and proven strategies. Matching exceptional talent to drive impact. Our Vetting Process Our Vetting Process Results Delivered Data Analytics Financial Services Compliance Reporting Reporting automated Data Science Marketing & Advertising Audience Segmentation Targeting efficiency improved Data Engineering Healthcare & Life Sciences Clinical Data Pipelines Research access improved Explore Our Work Explore Our Work Covering 100% of U.S. time zones, becoming a natural extension of your team Elite engineers ready for flexibility, scalability, and measurable impact. Build IP that belongs to you Proven work with the Fortune 500 Start Building Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved ◈ Interior Pages — 48 pages crawledOur Work | AI, ML & Data that Delivers Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Where Insight Meets Execution Proven impact through our case studies and research showcasing the enterprise AI systems we design, deploy, and scale. Case Studies | Accelerating Data maturity and AI across industries. Data Analytics Financial Services Compliance Reporting Reporting automated Data Science Marketing & Advertising Audience Segmentation Targeting efficiency improved Data Engineering Healthcare & Life Sciences Clinical Data Pipelines Research access improved Explore All Explore All Case Studies Research | Our team has published at NeurIPS, ICML, NASA and more. Architecting Trust in Autonomous Agents 91% completion, reasoning still fails Medical LLMs: Real-World Risks 1,298-person study reveals reliability gaps Multilingual Data Workshop Doubles cross-language consistency Explore All Explore All Research Our POV | Sharing our best practices. Production-Ready DataOps 100+ pipelines, zero incidents Geospatial Pipelines, Optimized 35 min vs 12 hrs at 1/20th cost Resume Parsing Evaluation Gap Measure what matters across systems Explore All Explore All Of Our POV Covering 100% of U.S. time zones, becoming a natural extension of your team Elite engineers ready for flexibility, scalability, and measurable impact. Build IP that belongs to you Proven work with the Fortune 500 Start Building Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Our Culture Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started The Best Years of Your Career Start Here Join a team of brilliant humans and build the future of data and AI. Our purpose is to empower you, unleash your potential, and amplify your impact in the world. Bring Your Authentic Self We want your time at Factored to be a turning point in your career. Whether you're here for two years or five, you'll leave with stronger skills, sharper execution, and a deeper sense of ownership. Where Our Values Live Factored values guiding culture Women in Tech at Factored Women shaping AI across disciplines Pride Is Personal at Factored LGBTQ+ stories driving inclusion Learn More We Offer Tailored Programs To Develop Your Skills AI Residency A selective, execution-driven residency built for engineers who already operate at a senior level Design end-to-end AI systems in real-world settings Deploy solutions for top U.S. tech companies Learn More Nerdapalooza! The Best Event For Data & AI Engineers Our yearly celebration of everything that makes Factored, Factored: brilliant people, bold ideas, and a culture worth showing up for. It’s an epic experience honoring the extraordinary talent of our team. Learn More Learn More About Us The Best Years of Your Career Start Here! Apply Now Embrace A Culture Of Learning And Curiosity Belong To An Innovative Community Deliver Cutting-Edge Projects Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Expert Specialized AI, ML & Data Engineers Ready to Execute Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Execute With Elite AI, Machine Learning & Data Engineers For enterprises ready to turn ambitious AI plans into production. Get Started Start Building With Factored Explore Our Work Explore Our Work Premier-Certified Partner Expertise Learn More Learn More About Factored Partners Co-Founded With Dr. Andrew Ng “Factored has been playing a leading role in finding great technical talent, and connecting them with the businesses that are building these valuable and exciting AI projects.” Andrew Ng Co-Founding Advisor Learn More Learn More About Us Three Ways To Engage Embedded Engineers Elite, dedicated engineers who onboard quickly, are embedded in your team, and are managed by your stakeholders. Managed Services End-to-end AI and data solutions designed, managed, and scaled by Factored to drive measurable ROI. Advisory in AI, ML, and Data Senior architects guide feasibility, prioritization, and strategy with expert insight to de-risk critical decisions, solve challenges and drive competitive advantage. Deep Expertise In Data & AI AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Move From Promising Models To Real-World Impact. Designing ML and AI systems that operate in production, at scale, under real constraints. From classical ML to GenAI, we excel at deployment, monitoring, and measurable outcomes. End-to-end ML systems Production-ready AI applications GenAI with evaluation and guardrails Start Building Start Building With Factored Learn More Learn More About AI & Machine Learning Predict Outcomes, Optimize Decisions And Create Advantages. Applying advanced analytics, statistical modeling, and experimentation to high-impact forecasting, risk, optimization, and decision science. Predictive and prescriptive models Experimentation and causal analysis Decision-support systems Start Building Start Building With Factored Learn More Learn More About Data Science Fast, Resilient Data Pipelines Engineering high-performance data platforms through architecture design and optimized pipeline orchestration. Cost optimization for large-scale data processing Analytics and AI-ready data platforms for business teams Resilient, governed architectures supporting high-volume workloads Start Building Start Building With Factored Learn More Learn More About Data Analytics Turn Data Into Decisions. Designing scalable analytics infrastructure that delivers trusted insights and accelerates decision-making to drive measurable business impact. Executive and operational decision dashboards KPI frameworks tied to revenue and efficiency outcomes Self-serve analytics for business teams, accelerating insight to decision-making Start Building Start Building With Factored Learn More Learn More About Data Engineering Software, Built To Scale Productionize AI models, architect systems for scale, build distributed infrastructure, and ship reliably under pressure. Design, develop, and maintain data and AI applications System architecture, testing, and optimization for performance Deploy resilient AI/ML solutions to drive revenue Start Building Start Building With Factored Learn More Learn More About Software Engineering Why Fortune 500 Leaders Choose Factored Specialized Engineers Execute with proven experience delivering production grade systems within weeks. Collaborate In U.S. Time Zones Engineers in your time zone, fully dedicated, aligned with your mission, and embedded in your culture. Enterprise-Grade Production Security, compliance, observability, and model governance built in. We deploy ready to scale. Vetting The Highest-Caliber Engineers Attracting, rigorously vetting, and specializing world-class engineers while continually sharpening their enterprise capabilities as the industry evolves. AI Residency guiding engineers to the pinnacle of their career. Backed by cutting-edge research, best-in-class techniques, and proven strategies. Matching exceptional talent to drive impact. Our Vetting Process Our Vetting Process Results Delivered Data Analytics Financial Services Compliance Reporting Reporting automated Data Science Marketing & Advertising Audience Segmentation Targeting efficiency improved Data Engineering Healthcare & Life Sciences Clinical Data Pipelines Research access improved Explore Our Work Explore Our Work Covering 100% of U.S. time zones, becoming a natural extension of your team Elite engineers ready for flexibility, scalability, and measurable impact. Build IP that belongs to you Proven work with the Fortune 500 Start Building Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Expert Specialized AI, ML & Data Engineers Ready to Execute Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Execute With Elite AI, Machine Learning & Data Engineers For enterprises ready to turn ambitious AI plans into production. Get Started Start Building With Factored Explore Our Work Explore Our Work Premier-Certified Partner Expertise Learn More Learn More About Factored Partners Co-Founded With Dr. Andrew Ng “Factored has been playing a leading role in finding great technical talent, and connecting them with the businesses that are building these valuable and exciting AI projects.” Andrew Ng Co-Founding Advisor Learn More Learn More About Us Three Ways To Engage Embedded Engineers Elite, dedicated engineers who onboard quickly, are embedded in your team, and are managed by your stakeholders. Managed Services End-to-end AI and data solutions designed, managed, and scaled by Factored to drive measurable ROI. Advisory in AI, ML, and Data Senior architects guide feasibility, prioritization, and strategy with expert insight to de-risk critical decisions, solve challenges and drive competitive advantage. Deep Expertise In Data & AI AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Move From Promising Models To Real-World Impact. Designing ML and AI systems that operate in production, at scale, under real constraints. From classical ML to GenAI, we excel at deployment, monitoring, and measurable outcomes. End-to-end ML systems Production-ready AI applications GenAI with evaluation and guardrails Start Building Start Building With Factored Learn More Learn More About AI & Machine Learning Predict Outcomes, Optimize Decisions And Create Advantages. Applying advanced analytics, statistical modeling, and experimentation to high-impact forecasting, risk, optimization, and decision science. Predictive and prescriptive models Experimentation and causal analysis Decision-support systems Start Building Start Building With Factored Learn More Learn More About Data Science Fast, Resilient Data Pipelines Engineering high-performance data platforms through architecture design and optimized pipeline orchestration. Cost optimization for large-scale data processing Analytics and AI-ready data platforms for business teams Resilient, governed architectures supporting high-volume workloads Start Building Start Building With Factored Learn More Learn More About Data Analytics Turn Data Into Decisions. Designing scalable analytics infrastructure that delivers trusted insights and accelerates decision-making to drive measurable business impact. Executive and operational decision dashboards KPI frameworks tied to revenue and efficiency outcomes Self-serve analytics for business teams, accelerating insight to decision-making Start Building Start Building With Factored Learn More Learn More About Data Engineering Software, Built To Scale Productionize AI models, architect systems for scale, build distributed infrastructure, and ship reliably under pressure. Design, develop, and maintain data and AI applications System architecture, testing, and optimization for performance Deploy resilient AI/ML solutions to drive revenue Start Building Start Building With Factored Learn More Learn More About Software Engineering Why Fortune 500 Leaders Choose Factored Specialized Engineers Execute with proven experience delivering production grade systems within weeks. Collaborate In U.S. Time Zones Engineers in your time zone, fully dedicated, aligned with your mission, and embedded in your culture. Enterprise-Grade Production Security, compliance, observability, and model governance built in. We deploy ready to scale. Vetting The Highest-Caliber Engineers Attracting, rigorously vetting, and specializing world-class engineers while continually sharpening their enterprise capabilities as the industry evolves. AI Residency guiding engineers to the pinnacle of their career. Backed by cutting-edge research, best-in-class techniques, and proven strategies. Matching exceptional talent to drive impact. Our Vetting Process Our Vetting Process Results Delivered Data Analytics Financial Services Compliance Reporting Reporting automated Data Science Marketing & Advertising Audience Segmentation Targeting efficiency improved Data Engineering Healthcare & Life Sciences Clinical Data Pipelines Research access improved Explore Our Work Explore Our Work Covering 100% of U.S. time zones, becoming a natural extension of your team Elite engineers ready for flexibility, scalability, and measurable impact. Build IP that belongs to you Proven work with the Fortune 500 Start Building Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Case Studies | AI, ML & Data in Action Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Case Studies About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Case Studies Driving growth, optimizing costs, managing risk, and unlocking insights, for real results. 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GenAI Recommender Boosts conversion rates at scale AI & Machine Learning Retail & CPG Databricks - Market Research LLM Insights in minutes, not days Data Analytics Manufacturing & Logistics Predictive Analytics for Downtime Reduces downtime 20–50% AI & Machine Learning Financial Services AI Support for Digital Banking Automates 60–80% of inquiries Data Analytics Technology Databricks Cost Optimization Lowers compute costs by 25–40% AI & Machine Learning Retail & CPG AI Inventory Optimization Cuts stockouts by up to 30% Data Analytics Technology DBT Data Mesh Strategy Unified metrics for faster decisions AI & Machine Learning Technology AWS AutoML for Vision 20% higher accuracy than Vertex AI AI & Machine Learning Financial Services Revenue Forecasting Models Sales +16% by filtering low performers AI & Machine Learning Technology RTB Model Serving Platform 20× throughput, 1M req/s, 10ms latency AI & Machine Learning Technology Centralized RTB ML Platform Cuts Snowflake costs 30% with QA AI & Machine Learning Marketing & Advertising Real-Time Ad Data Streaming 10× capacity, 1M req/s, <10ms latency Data Science Retail & CPG Vehicle Demand Forecasting 15% more sales, 22% less overstock AI & Machine Learning Marketing & Advertising AI Price Optimization CVR +15% and higher revenue per sale Data Engineering Marketing & Advertising Unified Data Visualization Reports in minutes with clear visibility Data Analytics Marketing & Advertising Marketing User Analytics Self-serve insights that lift conversions AI & Machine Learning Financial Services Loan Risk ML Models Improves default accuracy 20–35% No resources exist for this query Covering 100% of U.S. time zones, becoming a natural extension of your team Elite engineers ready for flexibility, scalability, and measurable impact. Build IP that belongs to you Proven work with the Fortune 500 Start Building Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Partners - DBT Labs & Factored Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started DBT Labs & Factored Revolutionizing data transformations to build better data products, one model at a time. Powering data transformations to deliver smarter, scalable AI. Build clean, reliable data pipelines for analytics, machine learning, and AI. Accelerate delivery of insights and AI models with full governance and trust. Enable business collaboration more effectively on data transformation and AI initiatives. Expertise dbt Core dbt Cloud Semantic Layer dbt Explorer dbt Artifacts & Metadata API dbt Packages & Hub dbt Cloud for Enterprise To build cutting-edge solutions Tech Services Streamlining Data Transformation Implemented a dbt-powered data transformation layer on Snowflake, improving data team efficiency by 30% and enabling faster delivery of analytics-ready data for product feature development. Retail Enabling Self-Service Analytics Developed a comprehensive data model and documentation using dbt, empowering over 100 business users to perform self-service analytics and generate real-time insights, leading to a 25% increase in data-driven decisions. Financial Services Automating Financial Reporting Automated complex financial reporting pipelines using dbt, ensuring data accuracy and auditability for regulatory compliance, reducing manual reporting efforts by 40% and accelerating month-end close processes. And accelerate your roadmap with Modern Data Transformation at Scale: Factored combines deep experience in building data and AI systems with dbt Labs’ industry-leading Analytics Engineering framework. Using dbt Core and dbt Cloud, we help teams transform raw data in their cloud warehouses (Snowflake, BigQuery, Redshift, Databricks) into reliable, well-documented, production-grade datasets. Faster Time-to-Value for AI and Analytics: Factored designs and deploys robust data pipelines where dbt models become the backbone for AI feature stores, ML training datasets, and real-time analytics — accelerating time to insights and model deployment. Trust and Transparency: By leveraging dbt’s built-in testing, documentation, lineage, and version control, Factored ensures that AI systems and analytics dashboards are powered by auditable, trusted data, building executive and end-user confidence. Enablement and Self-Service: We help enterprises democratize data transformation, empowering analysts, data scientists, and engineers to collaborate in building trusted data assets — reducing dependency on specialized data engineering bottlenecks. ‍ Covering 100% of U.S. time zones, becoming a natural extension of your team Elite engineers ready for flexibility, scalability, and measurable impact. Build IP that belongs to you Proven work with the Fortune 500 Start Building Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Our Services | AI and Data Innovation and Execution Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started End-to-End Data & AI Delivery Enterprise-grade strategy, execution, deployment, governance, and scale. Build With Deep Specialization AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Move From Promising Models To Real-World Impact. Designing ML and AI systems that operate in production, at scale, under real constraints. From classical ML to GenAI, we excel at deployment, monitoring, and measurable outcomes. End-to-end ML systems Production-ready AI applications GenAI with evaluation and guardrails Start Building Start Building With Factored Learn More Learn More About AI & Machine Learning Predict Outcomes, Optimize Decisions, Create Advantage. Applying advanced analytics, statistical modeling, and experimentation to high-impact forecasting, risk, optimization, and decision science. Predictive and prescriptive models Experimentation and causal analysis Decision-support systems Start Building Start Building With Factored Learn More Learn More About Data Science Make Data Pipelines Fast, Resilient, And Ready For Scale. Factored AI builds production ready AI for retailers and CPG brands that increases revenue, optimizes inventory, and operationalizes data at scale. Cloud-native data pipelines Analytics- and ML-ready data platforms Self-serve analytics for business teams Start Building Start Building With Factored Learn More Learn More About Data Analytics Turn Data Into clear, Actionable Insights. Building analytics systems that connect data to business decisions. We design analytics layers, KPIs, and reporting pipelines that are accurate, trusted, and embedded directly into workflows. Executive and operational dashboards KPI frameworks tied to business outcomes Self-serve analytics for business teams Start Building Start Building With Factored Learn More Learn More About Data Engineering Software, Built To Scale. Delivering full-stack software engineering support for data, ML, and platform products. We build systems that are scalable, maintainable, and ready for real users. Backend and platform engineering API and system integration Scalable production services Start Building Start Building With Factored Learn More Learn More About Software Engineering Production-Grade AI Built For Your Industry. Healthcare & Life Sciences Financial Services Technology Retail & CPG Manufacturing & Logistics Marketing & Advertising Media & Entertainment Explore All Explore All Industries Premier-Certified Partner Expertise Want to discuss a solution for you? Start Building Elite engineers ready to accelerate your roadmap. Start vetting within one week. Have talent placed in under a month. Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Data Science | AI-Powered Intelligence Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Data Science Factored AI applies statistical rigor to solve complex business problems with measurable impact. Predict Outcomes, Optimize Decisions, Create Advantage. Applying advanced analytics, statistical modeling, and experimentation to high-impact forecasting, risk, optimization, and decision science. Predictive and prescriptive models Experimentation and causal analysis Decision-support systems Start Building Proven At Enterprise Scale. 100's Enterprise Clients 1000's Successful Projects 450+ Elite Engineers 30+ Industries Served Our Capabilities Predictive Modeling Built forecasting and risk models used in live decision systems. Improved accuracy and planning confidence. Statistical & Causal Analysis Designed experiments and causal frameworks to measure true impact. Reduced false conclusions from noisy data. Optimization & Simulation Developed models to optimize pricing, inventory, and resource allocation. Improved efficiency and margins. Time-Series Analysis Built models for sparse, seasonal, and volatile data. Improved forecasting reliability. Segmentation & Clustering Identified meaningful behavioral and value-based segments. Enabled more targeted strategies. Decision Science Translated model outputs into clear recommendations. Improved adoption by business teams. Want to discuss a solution? Book a Call Case Studies & Proven Impact Data Science Marketing & Advertising Audience Segmentation Targeting efficiency improved Data Science Retail & CPG Vehicle Demand Forecasting 15% more sales, 22% less overstock Explore Our Work Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Data Engineering | Scalable Data Solutions Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Data Engineering Enabling organizations to move faster by delivering reliable, scalable, and trusted data. Fast, Resilient Data Pipelines Engineering high-performance data platforms through architecture design and optimized pipeline orchestration. Cost optimization for large-scale data processing Analytics and AI-ready data platforms for business teams Resilient, governed architectures supporting high-volume workloads Start Building Proven At Enterprise Scale. 100's Enterprise Clients 1000's Successful Projects 450+ Elite Engineers 30+ Industries Served Our Capabilities ELT / ETL Pipeline Engineering Building pipelines that process millions of records daily while improving reliability and reducing data latency. Modern Data Stack Implementation Delivering production systems using Snowflake, BigQuery, Databricks, dbt, Airflow, and more, to accelerate time to value. Data Quality & Validation Implementing automated schema checks and anomaly detection to reduce downstream data errors and identify early data drift. Streaming & Real-Time Data Building real-time ingestion and processing pipelines to enable near real-time analytics and decision-making. Data Governance & Access Control Designing secure, auditable access layers to improve compliance without slowing teams down. Cost & Performance Optimization Optimizing pipelines and storage strategies to reduce cloud data costs by up to 90% in production systems. Want to discuss a solution? Book a Call Case Studies & Proven Impact Data Engineering Healthcare & Life Sciences Clinical Data Pipelines Research access improved Data Engineering Financial Services Transaction Data Pipelines Faster risk analytics access Data Engineering Technology Incremental Data Extraction Reliability issues resolved Explore Our Work Want to discuss a solution for you? Start Building Elite engineers ready to accelerate your roadmap. Start vetting within one week. Have talent placed in under a month. Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Media & Entertainment | Custom Data & AI Solutions Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Media & Entertainment Building production AI that powers personalization, audience growth, and content performance at global media scale. AI Systems That Increase Reach, Retention, And Monetization 01 Personalization & Content Discovery Increased engagement and conversion by delivering the right content to the right audience in real time. Deployed reinforcement learning and recommendation systems that adapt dynamically to viewer behavior across sessions and platforms. 02 Audience Analytics & Growth Intelligence Improved retention and lifetime value through deeper audience understanding. Built ML-driven segmentation, clustering, and behavioral models using consumption, interaction, and subscription signals. 03 GenAI for Content & Market Intelligence Accelerated insight generation and experimentation across content and audience strategies. Applied LLM-powered systems to simulate audience response, test concepts, and analyze large-scale unstructured media data. Case Studies & Proven Impact Adaptive Ecommerce Personalization Audience Segmentation & Retention Market Insight Simulation AI Real Time Engagement Platform Campaign Performance Platform Adaptive, Real-Time Personalization with Reinforcement Learning Personalize every customer interaction to maximize engagement and conversion Static recommendations and one-size-fits-all targeting limited discovery and engagement. Deployed a session-aware reinforcement learning system that adapts recommendations in real time across web and mobile. 58% increase in click-through rate, 36% lift in conversion, and 31% more product variety shown per session. Explore Our Work Audience Segmentation & Retention Modeling Identify at-risk audiences early and keep them engaged longer. Media platforms lacked early visibility into churn risk and audience behavior shifts. Built ML-based audience segmentation and churn prediction models using viewing, engagement, and subscription data. Improved retention targeting, higher lifetime value, and more effective content and marketing strategies. Explore Our Work Market Insight Simulation with Generative AI Test content and audience strategies before committing production spend. Traditional audience research and testing cycles were slow, expensive, and limited in scope. Built LLM-powered synthetic audience personas to simulate reactions to content concepts, formats, and pricing models. Faster insight cycles, reduced research costs, and improved decision-making around content investments. Explore Our Work Real-Time Engagement Dashboards & Operational Intelligence Give content and growth teams real-time visibility into performance. Content and programming decisions relied on delayed, static reporting. Built real-time dashboards and automated data pipelines surfacing engagement, retention, and performance KPIs. Faster decision-making, improved content iteration speed, and tighter alignment between editorial, growth, and product teams. Explore Our Work Campaign Performance Analytics & Optimization Optimize campaigns continuously instead of post-mortems. Campaign insights arrived too late to influence performance. Built real-time dashboards and ML models to track performance and surface optimization opportunities. Faster optimization cycles, improved campaign efficiency, and clearer visibility into marketing impact. Explore Our Work Three Engagement Models Embedded Engineers Elite, dedicated engineers who onboard quickly, are embedded in your team, and are managed by your stakeholders. Managed Services End-to-end AI and data solutions designed, managed, and scaled by Factored to drive measurable ROI. Advisory in AI, ML, and Data Senior architects guide feasibility, prioritization, and strategy with expert insight to de-risk critical decisions, solve challenges and drive competitive advantage. Want to discuss a solution for you? Start Building Elite engineers ready to accelerate your roadmap. Start vetting within one week. Have talent placed in under a month. Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Expert Specialized AI, ML & Data Engineers Ready to Execute Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Execute With Elite AI, Machine Learning & Data Engineers For enterprises ready to turn ambitious AI plans into production. Get Started Start Building With Factored Explore Our Work Explore Our Work Premier-Certified Partner Expertise Learn More Learn More About Factored Partners Co-Founded With Dr. Andrew Ng “Factored has been playing a leading role in finding great technical talent, and connecting them with the businesses that are building these valuable and exciting AI projects.” Andrew Ng Co-Founding Advisor Learn More Learn More About Us Three Ways To Engage Embedded Engineers Elite, dedicated engineers who onboard quickly, are embedded in your team, and are managed by your stakeholders. Managed Services End-to-end AI and data solutions designed, managed, and scaled by Factored to drive measurable ROI. Advisory in AI, ML, and Data Senior architects guide feasibility, prioritization, and strategy with expert insight to de-risk critical decisions, solve challenges and drive competitive advantage. Deep Expertise In Data & AI AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Move From Promising Models To Real-World Impact. Designing ML and AI systems that operate in production, at scale, under real constraints. From classical ML to GenAI, we excel at deployment, monitoring, and measurable outcomes. End-to-end ML systems Production-ready AI applications GenAI with evaluation and guardrails Start Building Start Building With Factored Learn More Learn More About AI & Machine Learning Predict Outcomes, Optimize Decisions And Create Advantages. Applying advanced analytics, statistical modeling, and experimentation to high-impact forecasting, risk, optimization, and decision science. Predictive and prescriptive models Experimentation and causal analysis Decision-support systems Start Building Start Building With Factored Learn More Learn More About Data Science Fast, Resilient Data Pipelines Engineering high-performance data platforms through architecture design and optimized pipeline orchestration. Cost optimization for large-scale data processing Analytics and AI-ready data platforms for business teams Resilient, governed architectures supporting high-volume workloads Start Building Start Building With Factored Learn More Learn More About Data Analytics Turn Data Into Decisions. Designing scalable analytics infrastructure that delivers trusted insights and accelerates decision-making to drive measurable business impact. Executive and operational decision dashboards KPI frameworks tied to revenue and efficiency outcomes Self-serve analytics for business teams, accelerating insight to decision-making Start Building Start Building With Factored Learn More Learn More About Data Engineering Software, Built To Scale Productionize AI models, architect systems for scale, build distributed infrastructure, and ship reliably under pressure. Design, develop, and maintain data and AI applications System architecture, testing, and optimization for performance Deploy resilient AI/ML solutions to drive revenue Start Building Start Building With Factored Learn More Learn More About Software Engineering Why Fortune 500 Leaders Choose Factored Specialized Engineers Execute with proven experience delivering production grade systems within weeks. Collaborate In U.S. Time Zones Engineers in your time zone, fully dedicated, aligned with your mission, and embedded in your culture. Enterprise-Grade Production Security, compliance, observability, and model governance built in. We deploy ready to scale. Vetting The Highest-Caliber Engineers Attracting, rigorously vetting, and specializing world-class engineers while continually sharpening their enterprise capabilities as the industry evolves. AI Residency guiding engineers to the pinnacle of their career. Backed by cutting-edge research, best-in-class techniques, and proven strategies. Matching exceptional talent to drive impact. Our Vetting Process Our Vetting Process Results Delivered Data Analytics Financial Services Compliance Reporting Reporting automated Data Science Marketing & Advertising Audience Segmentation Targeting efficiency improved Data Engineering Healthcare & Life Sciences Clinical Data Pipelines Research access improved Explore Our Work Explore Our Work Covering 100% of U.S. time zones, becoming a natural extension of your team Elite engineers ready for flexibility, scalability, and measurable impact. Build IP that belongs to you Proven work with the Fortune 500 Start Building Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Partners - Airbyte & Factored Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Airbyte & Factored Transforming how companies handle data integration Transforming how companies handle data integration Rapid, scalable data ingestion across hundreds of sources. Seamless integration into modern AI and analytics stacks. Customizability for any industry, use case, or data source. Lower total cost of ownership compared to traditional ETL systems. Expertise Airbyte Cloud Connector Catalog Airbyte CDK Schema Change Detection dbt Integration Airbyte API & Orchestration To build cutting-edge solutions Financial Services Streamlining Data Ingestion Deployed Airbyte to automate data replication from various financial APIs and databases into a central data lake, reducing data engineering effort by 50% and accelerating reporting cycles. Retail Building a Unified Marketing Data Hub Integrated data from multiple marketing platforms (e.g., Facebook Ads, Google Analytics, CRM) into a single data warehouse using Airbyte, providing a holistic view of customer journeys and improving campaign ROI by 18%. Logistics Real-Time Operational Analytics Utilized Airbyte to sync operational data from disparate systems (e.g., fleet management, inventory, order management) into a real-time analytics platform, providing immediate insights into supply chain performance and reducing delivery delays by 15%. And accelerate your roadmap with Modern, Open-Source Powered Data Integration: Factored uses Airbyte’s open-source and cloud platforms to connect with 300+ data sources, enabling seamless data movement and transformation into cloud warehouses, lakes, and lakehouses. We accelerate the setup of reliable ELT pipelines, feeding Snowflake, BigQuery, Databricks, or other modern data platforms with fresh, analysis-ready data. AI and Analytics Enablement: Data ingestion is no longer a bottleneck. Factored designs intelligent workflows where Airbyte automates the movement of raw data that feeds directly into AI feature engineering pipelines, machine learning model training, and real-time analytics. Flexibility and Extensibility: Airbyte’s Connector Development Kit (CDK) allows Factored to build custom connectors quickly for niche or proprietary data sources, ensuring no valuable data is left behind. Cost-Efficient and Scalable: By leveraging Airbyte’s modular, pay-for-what-you-use model, Factored helps enterprises drastically reduce the cost and complexity of data integration — especially compared to legacy ETL vendors. ‍ Covering 100% of U.S. time zones, becoming a natural extension of your team Elite engineers ready for flexibility, scalability, and measurable impact. Build IP that belongs to you Proven work with the Fortune 500 Start Building Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Technology | Custom Data & AI Solutions Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Technology Factored AI builds and scale production-grade AI and data platforms for technology companies with demanding performance, reliability, and talent standards. Elite AI And Data Engineering Accelerating Your Roadmap 01 AI Infrastructure & MLOps Engineering Faster model deployment cycles with higher reliability in production. Designed end-to-end ML platforms covering training, evaluation, deployment, monitoring, and governance across cloud environments. 02 Data Infrastructure & Developer Enablement Reduced friction for product and data teams while improving data quality and trust. Built scalable data architectures, analytics layers, and self-serve tooling that integrate directly with engineering workflows. 03 Applied AI for Product Intelligence Enabled AI-powered features to ship faster without compromising quality or safety. Embedded ML, NLP, and GenAI capabilities into core product surfaces with strong evaluation, guardrails, and observability. Case Studies & Proven Impact AI Platform Engineering Data Governance & Access Control Developer Analytics Platform Scalable Feature Store Platform GenAI for Product Teams AI Platform Engineering for Production ML Systems Ship ML models to production faster without breaking reliability. Product teams struggled to operationalize models consistently across environments. Built standardized ML platform components for training, deployment, monitoring, and rollback across cloud infrastructure. Faster release cycles, improved system stability, and reduced operational overhead for engineering teams. Explore Our Work Data Governance & Access Control Framework Enable secure data access without slowing down development. Rapid data growth created governance risk and access bottlenecks. Implemented fine-grained data access controls, metadata management, and audit-ready pipelines. Improved compliance posture while enabling faster experimentation for product and analytics teams. Explore Our Work Developer-Focused Analytics & Observability Platform Give engineers real-time visibility into data and system behavior. Engineers lacked reliable observability across data pipelines and services. Built real-time analytics and monitoring layers integrated directly into engineering workflows. Faster incident resolution, higher system reliability, and improved developer productivity. Explore Our Work Scalable Feature Stores & Model Serving Infrastructure Serve consistent features and predictions across products at scale. Inconsistent feature definitions caused model drift and unreliable predictions. Designed centralized feature stores and low-latency model serving infrastructure. Improved model consistency, reduced rework, and faster onboarding of new ML use cases. Explore Our Work GenAI Enablement for Product Teams Safely embed generative AI into customer-facing products. Product teams wanted GenAI features but lacked evaluation, safety, and scalability controls. Built GenAI pipelines with prompt management, evaluation harnesses, and monitoring guardrails. Faster GenAI feature launches with reduced risk and higher confidence in production behavior. Explore Our Work Three Engagement Models Embedded Engineers Elite, dedicated engineers who onboard quickly, are embedded in your team, and are managed by your stakeholders. Managed Services End-to-end AI and data solutions designed, managed, and scaled by Factored to drive measurable ROI. Advisory in AI, ML, and Data Senior architects guide feasibility, prioritization, and strategy with expert insight to de-risk critical decisions, solve challenges and drive competitive advantage. Want to discuss a solution for you? Start Building Elite engineers ready to accelerate your roadmap. Start vetting within one week. Have talent placed in under a month. Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Partners - Google Cloud & Factored Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Google Cloud & Factored Achieving comprehensive solutions that accelerate data and AI transformation. Providing end-to-end systems to accelerate data-driven AI transformation. Innovate faster with streamlined AI/ML workflows. Scale seamlessly with powerful and cost-efficient cloud solutions. Deliver secure and meaningful outcomes across industries. Expertise Vertex AI BigQuery Looker Cloud Storage Google Kubernetes Engine (GKE) Cloud Functions / Cloud Run Dataproc / Dataflow Firestore / Cloud Spanner / Cloud SQL Apigee AI & ML APIs Cloud TPU / GPU To build cutting-edge solutions Media & Entertainment Advanced Data Infrastructure: Developed a comprehensive data stack on GCP using Snowplow, Airbyte, dbt, Airflow, Elasticsearch, and Superset to track user behavior and provide insights into user engagement and content interaction for a music messaging app. Media & Entertainment Personalized News Recommendation: Implemented an NRMS-based deep learning system with PyTorch on GCP, improving catalog coverage by 30% and serendipity by 30% for Danish news recommendations. Financial Services Multi-Cloud Data Migration: Migrated over 50 critical data pipelines from AWS S3 to GCP's Storage using Docker, PyData Stack, Snowflake, Matillion, and BigQuery, ensuring transparent and reliable data access. And accelerate your roadmap with AI-Powered Personalization: Factored specializes in developing hyper-personalized recommender systems and ranking models that deliver curated experiences for end-users. Leveraging Google Cloud Vertex AI , we simplify the development, training, and deployment of machine learning models, enabling faster iteration and higher accuracy. Modern Data Ecosystems: Our expertise in data migration and architecture modernization pairs perfectly with Google BigQuery , a serverless, highly scalable data warehouse that powers advanced analytics. With Dataproc and Dataflow , we enable customers to efficiently process massive datasets and gain actionable insights in real-time. Seamless Cloud-Native Deployment: As a fully cloud-native company, we bring deep knowledge of creating scalable, resilient solutions for global enterprises. Using Anthos for hybrid and multi-cloud deployments, we help customers achieve flexibility and consistency across diverse environments. State-of-the-Art Security: Google Cloud’s built-in zero-trust architecture and advanced encryption align with Factored’s rigorous security practices to ensure data protection at every step. Covering 100% of U.S. time zones, becoming a natural extension of your team Elite engineers ready for flexibility, scalability, and measurable impact. Build IP that belongs to you Proven work with the Fortune 500 Start Building Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Expert Specialized AI, ML & Data Engineers Ready to Execute Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Execute With Elite AI, Machine Learning & Data Engineers For enterprises ready to turn ambitious AI plans into production. Get Started Start Building With Factored Explore Our Work Explore Our Work Premier-Certified Partner Expertise Learn More Learn More About Factored Partners Co-Founded With Dr. Andrew Ng “Factored has been playing a leading role in finding great technical talent, and connecting them with the businesses that are building these valuable and exciting AI projects.” Andrew Ng Co-Founding Advisor Learn More Learn More About Us Three Ways To Engage Embedded Engineers Elite, dedicated engineers who onboard quickly, are embedded in your team, and are managed by your stakeholders. Managed Services End-to-end AI and data solutions designed, managed, and scaled by Factored to drive measurable ROI. Advisory in AI, ML, and Data Senior architects guide feasibility, prioritization, and strategy with expert insight to de-risk critical decisions, solve challenges and drive competitive advantage. Deep Expertise In Data & AI AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Move From Promising Models To Real-World Impact. Designing ML and AI systems that operate in production, at scale, under real constraints. From classical ML to GenAI, we excel at deployment, monitoring, and measurable outcomes. End-to-end ML systems Production-ready AI applications GenAI with evaluation and guardrails Start Building Start Building With Factored Learn More Learn More About AI & Machine Learning Predict Outcomes, Optimize Decisions And Create Advantages. Applying advanced analytics, statistical modeling, and experimentation to high-impact forecasting, risk, optimization, and decision science. Predictive and prescriptive models Experimentation and causal analysis Decision-support systems Start Building Start Building With Factored Learn More Learn More About Data Science Fast, Resilient Data Pipelines Engineering high-performance data platforms through architecture design and optimized pipeline orchestration. Cost optimization for large-scale data processing Analytics and AI-ready data platforms for business teams Resilient, governed architectures supporting high-volume workloads Start Building Start Building With Factored Learn More Learn More About Data Analytics Turn Data Into Decisions. Designing scalable analytics infrastructure that delivers trusted insights and accelerates decision-making to drive measurable business impact. Executive and operational decision dashboards KPI frameworks tied to revenue and efficiency outcomes Self-serve analytics for business teams, accelerating insight to decision-making Start Building Start Building With Factored Learn More Learn More About Data Engineering Software, Built To Scale Productionize AI models, architect systems for scale, build distributed infrastructure, and ship reliably under pressure. Design, develop, and maintain data and AI applications System architecture, testing, and optimization for performance Deploy resilient AI/ML solutions to drive revenue Start Building Start Building With Factored Learn More Learn More About Software Engineering Why Fortune 500 Leaders Choose Factored Specialized Engineers Execute with proven experience delivering production grade systems within weeks. Collaborate In U.S. Time Zones Engineers in your time zone, fully dedicated, aligned with your mission, and embedded in your culture. Enterprise-Grade Production Security, compliance, observability, and model governance built in. We deploy ready to scale. Vetting The Highest-Caliber Engineers Attracting, rigorously vetting, and specializing world-class engineers while continually sharpening their enterprise capabilities as the industry evolves. AI Residency guiding engineers to the pinnacle of their career. Backed by cutting-edge research, best-in-class techniques, and proven strategies. Matching exceptional talent to drive impact. Our Vetting Process Our Vetting Process Results Delivered Data Analytics Financial Services Compliance Reporting Reporting automated Data Science Marketing & Advertising Audience Segmentation Targeting efficiency improved Data Engineering Healthcare & Life Sciences Clinical Data Pipelines Research access improved Explore Our Work Explore Our Work Covering 100% of U.S. time zones, becoming a natural extension of your team Elite engineers ready for flexibility, scalability, and measurable impact. Build IP that belongs to you Proven work with the Fortune 500 Start Building Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Our POV | Expert Engineering Insights Across AI, ML & Data Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Data & AI POV Shaping the future of AI, ML, and data. Sharing what works. Production-Ready DataOps 100+ pipelines, zero incidents Geospatial Pipelines, Optimized 35 min vs 12 hrs at 1/20th cost Resume Parsing Evaluation Gap Measure what matters across systems Supply Chain Attacks Are Default Prevent compromise and control the blast Multilingual Data Quality 2× data consistency across 50+ langs Snowflake Select Partner High-impact data and ML solutions LGBTQ+ Bias in Generative AI Uncovers harmful model stereotypes Evaluating LLM Hallucinations Detects 60–80% model hallucinations 4. Ad Fairness with RL Reduces ad bias by up to 30% 3. RL for Game Animation 40% fewer animation artifacts 2. RL for Rail Traffic Control Cuts delays with optimized train routing 1. Multi-Agent RL for Sorting Boosts sorting efficiency by 25% Covering 100% of U.S. time zones, becoming a natural extension of your team Elite engineers ready for flexibility, scalability, and measurable impact. Build IP that belongs to you Proven work with the Fortune 500 Start Building Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Research | Advancing AI, ML & Data Innovation Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Our Research From NeurIPS and ICML to real-world solutions, we turn innovation into action. Architecting Trust in Autonomous Agents 91% completion, reasoning still fails Medical LLMs: Real-World Risks 1,298-person study reveals reliability gaps Geospatial AI with NASA Harvest Improves crop yield forecasts by 20% Aligning AI with Human Values Cuts harmful outputs by up to 70% Klingon Effect In Multilingual AI Rare-language data boosts robustness New Multilingual Speech Dataset Boosts multilingual accuracy by 30% Multilingual Data Workshop Doubles cross-language consistency Learn More Fast, Smart Data Deduplication Shrinks data 40–60% with faster training New Standards in Data-Centric AI Scores data quality with 25–50% gains Benchmarking Medical AI Privacy-first training improves models 12% Deep Learning Drives Smart Mktg Boosts CTR accuracy by up to 20% Eliminating AI Bias in Decisions Cuts bias to raise model accuracy 15–30% Global Speech Dataset 50+ languages for global speech use Stress-Testing AI Models Tests models with adversarial prompts Open, Ethical Speech Data 95% ASR accuracy from large dataset Text-to-Image Safety at Scale Safer T2I with 10k+ prompt tests Multilingual Speech Dataset 5B-speaker corpus for stronger ASR Covering 100% of U.S. time zones, becoming a natural extension of your team Elite engineers ready for flexibility, scalability, and measurable impact. Build IP that belongs to you Proven work with the Fortune 500 Start Building Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Case Studies | AI, ML & Data in Action Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Case Studies About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Case Studies Driving growth, optimizing costs, managing risk, and unlocking insights, for real results. Browse by service: All Software Engineering Data Engineering Data Analytics Data Science AI & Machine Learning Browse by industry: All Financial Services Healthcare & Life Sciences Manufacturing & Logistics Marketing & Advertising Media & Entertainment Retail & CPG Technology Data Analytics Financial Services Compliance Reporting Reporting automated Data Science Marketing & Advertising Audience Segmentation Targeting efficiency improved Data Engineering Healthcare & Life Sciences Clinical Data Pipelines Research access improved AI & Machine Learning Financial Services Fraud Detection Models Detection precision improved Data Engineering Financial Services Transaction Data Pipelines Faster risk analytics access Data Engineering Technology Incremental Data Extraction Reliability issues resolved Data Engineering Manufacturing & Logistics Fleet Maintenance Analytics Millions in savings identified Data Analytics Technology Digital Wallet Analytics 22% MAU increase Data Engineering Retail & CPG Server-Side Analytics Metric accuracy restored Data Engineering Manufacturing & Logistics Salesforce Data Migration Unified platform enabled AI & Machine Learning Technology LLM Hardware Integrations 50K+ monthly downloads AI & Machine Learning Retail & CPG Real-Time Grocery Rec Real-time personalization enabled AI & Machine Learning Manufacturing & Logistics Fiber Deployment Vision Planning time reduced AI & Machine Learning Healthcare & Life Sciences Federated Cancer Prediction Privacy-preserving ML deployed AI & Machine Learning Retail & CPG Inventory Accuracy ML $80M recovered sales Data Analytics Technology Automated Analytics Reporting Pre-sales efficiency improved Data Analytics Media & Entertainment Customer Behavior Analytics Lifecycle visibility enabled AI & Machine Learning Technology Product Impact Prediction 40% faster evaluations AI & Machine Learning Media & Entertainment News Recommendation System ~30% gain in discovery metrics AI & Machine Learning Retail & CPG Promotional Recommendations CTR and CVR accuracy improved Data Engineering Media & Entertainment Unified Data Platform AI-first scalability enabled AI & Machine Learning Media & Entertainment Centralized Feature Store Deployment cycle cut to 20 days AI & Machine Learning Media & Entertainment AI Matchmaking Pipeline Scalable pairing enabled AI & Machine Learning Technology Interactive LLM Demos Customer engagement increased Data Analytics Retail & CPG Unified Ecommerce Analytics Cross-system visibility delivered AI & Machine Learning Healthcare & Life Sciences Real-Time Anomaly Detection Near real-time detection achieved AI & Machine Learning Retail & CPG Adaptive Ecommerce Personalization Engagement and conversion lift AI & Machine Learning Manufacturing & Logistics Adaptive Energy Optimization 32% reduction in energy use Software Engineering Technology Resilient Demand Forecasting Higher forecast accuracy at scale AI & Machine Learning Healthcare & Life Sciences Automated Research Review 15% reduction in manual review AI & Machine Learning Manufacturing & Logistics ML Quality Control Cuts defects by up to 75% AI & Machine Learning Retail & CPG Market Research LLM Insights in minutes, not days AI & Machine Learning Retail & CPG Generative AI Recommenders Boosts conversion rates at scale AI & Machine Learning Retail & CPG Databricks - GenAI Recommender Boosts conversion rates at scale AI & Machine Learning Retail & CPG Databricks - Market Research LLM Insights in minutes, not days Data Analytics Manufacturing & Logistics Predictive Analytics for Downtime Reduces downtime 20–50% AI & Machine Learning Financial Services AI Support for Digital Banking Automates 60–80% of inquiries Data Analytics Technology Databricks Cost Optimization Lowers compute costs by 25–40% AI & Machine Learning Retail & CPG AI Inventory Optimization Cuts stockouts by up to 30% Data Analytics Technology DBT Data Mesh Strategy Unified metrics for faster decisions AI & Machine Learning Technology AWS AutoML for Vision 20% higher accuracy than Vertex AI AI & Machine Learning Financial Services Revenue Forecasting Models Sales +16% by filtering low performers AI & Machine Learning Technology RTB Model Serving Platform 20× throughput, 1M req/s, 10ms latency AI & Machine Learning Technology Centralized RTB ML Platform Cuts Snowflake costs 30% with QA AI & Machine Learning Marketing & Advertising Real-Time Ad Data Streaming 10× capacity, 1M req/s, <10ms latency Data Science Retail & CPG Vehicle Demand Forecasting 15% more sales, 22% less overstock AI & Machine Learning Marketing & Advertising AI Price Optimization CVR +15% and higher revenue per sale Data Engineering Marketing & Advertising Unified Data Visualization Reports in minutes with clear visibility Data Analytics Marketing & Advertising Marketing User Analytics Self-serve insights that lift conversions AI & Machine Learning Financial Services Loan Risk ML Models Improves default accuracy 20–35% No resources exist for this query Covering 100% of U.S. time zones, becoming a natural extension of your team Elite engineers ready for flexibility, scalability, and measurable impact. Build IP that belongs to you Proven work with the Fortune 500 Start Building Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Case Studies | AI, ML & Data in Action Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Case Studies About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Case Studies Driving growth, optimizing costs, managing risk, and unlocking insights, for real results. Browse by service: All Software Engineering Data Engineering Data Analytics Data Science AI & Machine Learning Browse by industry: All Financial Services Healthcare & Life Sciences Manufacturing & Logistics Marketing & Advertising Media & Entertainment Retail & CPG Technology Data Analytics Financial Services Compliance Reporting Reporting automated Data Science Marketing & Advertising Audience Segmentation Targeting efficiency improved Data Engineering Healthcare & Life Sciences Clinical Data Pipelines Research access improved AI & Machine Learning Financial Services Fraud Detection Models Detection precision improved Data Engineering Financial Services Transaction Data Pipelines Faster risk analytics access Data Engineering Technology Incremental Data Extraction Reliability issues resolved Data Engineering Manufacturing & Logistics Fleet Maintenance Analytics Millions in savings identified Data Analytics Technology Digital Wallet Analytics 22% MAU increase Data Engineering Retail & CPG Server-Side Analytics Metric accuracy restored Data Engineering Manufacturing & Logistics Salesforce Data Migration Unified platform enabled AI & Machine Learning Technology LLM Hardware Integrations 50K+ monthly downloads AI & Machine Learning Retail & CPG Real-Time Grocery Rec Real-time personalization enabled AI & Machine Learning Manufacturing & Logistics Fiber Deployment Vision Planning time reduced AI & Machine Learning Healthcare & Life Sciences Federated Cancer Prediction Privacy-preserving ML deployed AI & Machine Learning Retail & CPG Inventory Accuracy ML $80M recovered sales Data Analytics Technology Automated Analytics Reporting Pre-sales efficiency improved Data Analytics Media & Entertainment Customer Behavior Analytics Lifecycle visibility enabled AI & Machine Learning Technology Product Impact Prediction 40% faster evaluations AI & Machine Learning Media & Entertainment News Recommendation System ~30% gain in discovery metrics AI & Machine Learning Retail & CPG Promotional Recommendations CTR and CVR accuracy improved Data Engineering Media & Entertainment Unified Data Platform AI-first scalability enabled AI & Machine Learning Media & Entertainment Centralized Feature Store Deployment cycle cut to 20 days AI & Machine Learning Media & Entertainment AI Matchmaking Pipeline Scalable pairing enabled AI & Machine Learning Technology Interactive LLM Demos Customer engagement increased Data Analytics Retail & CPG Unified Ecommerce Analytics Cross-system visibility delivered AI & Machine Learning Healthcare & Life Sciences Real-Time Anomaly Detection Near real-time detection achieved AI & Machine Learning Retail & CPG Adaptive Ecommerce Personalization Engagement and conversion lift AI & Machine Learning Manufacturing & Logistics Adaptive Energy Optimization 32% reduction in energy use Software Engineering Technology Resilient Demand Forecasting Higher forecast accuracy at scale AI & Machine Learning Healthcare & Life Sciences Automated Research Review 15% reduction in manual review AI & Machine Learning Manufacturing & Logistics ML Quality Control Cuts defects by up to 75% AI & Machine Learning Retail & CPG Market Research LLM Insights in minutes, not days AI & Machine Learning Retail & CPG Generative AI Recommenders Boosts conversion rates at scale AI & Machine Learning Retail & CPG Databricks - GenAI Recommender Boosts conversion rates at scale AI & Machine Learning Retail & CPG Databricks - Market Research LLM Insights in minutes, not days Data Analytics Manufacturing & Logistics Predictive Analytics for Downtime Reduces downtime 20–50% AI & Machine Learning Financial Services AI Support for Digital Banking Automates 60–80% of inquiries Data Analytics Technology Databricks Cost Optimization Lowers compute costs by 25–40% AI & Machine Learning Retail & CPG AI Inventory Optimization Cuts stockouts by up to 30% Data Analytics Technology DBT Data Mesh Strategy Unified metrics for faster decisions AI & Machine Learning Technology AWS AutoML for Vision 20% higher accuracy than Vertex AI AI & Machine Learning Financial Services Revenue Forecasting Models Sales +16% by filtering low performers AI & Machine Learning Technology RTB Model Serving Platform 20× throughput, 1M req/s, 10ms latency AI & Machine Learning Technology Centralized RTB ML Platform Cuts Snowflake costs 30% with QA AI & Machine Learning Marketing & Advertising Real-Time Ad Data Streaming 10× capacity, 1M req/s, <10ms latency Data Science Retail & CPG Vehicle Demand Forecasting 15% more sales, 22% less overstock AI & Machine Learning Marketing & Advertising AI Price Optimization CVR +15% and higher revenue per sale Data Engineering Marketing & Advertising Unified Data Visualization Reports in minutes with clear visibility Data Analytics Marketing & Advertising Marketing User Analytics Self-serve insights that lift conversions AI & Machine Learning Financial Services Loan Risk ML Models Improves default accuracy 20–35% No resources exist for this query Covering 100% of U.S. time zones, becoming a natural extension of your team Elite engineers ready for flexibility, scalability, and measurable impact. Build IP that belongs to you Proven work with the Fortune 500 Start Building Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Case Studies - Audience Segmentation Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Audience Segmentation Built data-driven audience segments to improve campaign targeting and relevance. Share Share this content via: Copy link: Copy Download Key Takeaways: Targeting Precision: Achieved an improvement in campaign targeting performance through model-driven granularity. Architected Relevancy: Implemented advanced clustering to identify actionable audience segments, reducing the operational noise of broad targeting. Feature Mastery: Leveraged complex behavioral and demographic feature engineering to provide the technical receipts for every audience group. Data-Driven Audience Segmentation Enhances Campaign Efficiency for Advertising Leader Factored engineered a granular audience segmentation framework for an advertising client, replacing broad, low-efficiency targeting with high-fidelity clustering models to drive messaging relevance and campaign performance. ‍ Broad Targeting Constraining Campaign Efficiency Marketing teams within the advertising sector often face a significant strategic bottleneck: a lack of granular audience insight. Our client struggled with broad targeting parameters that failed to capture the nuanced behaviors of their users. This lack of segmentation constrained their "Operational Reality," leading to reduced campaign efficiency and a high volume of irrelevant messaging that diluted brand impact. ‍ Bridging the Granularity Gap for Targeted Reach The strategic challenge was to move beyond static, broadreach demographics and transition to a dynamic, behavior-first segmentation model. We needed to architect a data science solution that could transform raw customer data into prioritized, actionable segments. The goal was to provide a technical scaffolding that de-risks the "Execution Risk" of wasted ad spend by ensuring every campaign is anchored in evidence-based audience groupings. ‍ Advanced Clustering and Feature Engineering Supported by our Data Science Center of Excellence , we engineered a modular segmentation pipeline focused on behavioral intelligence. Technical Components: Feature Engineering Layer: Developed custom logic to ingest and process disparate customer datasets, extracting high-value behavioral and demographic features. Clustering Models: Applied advanced unsupervised learning models to identify natural groupings and hidden patterns within the customer base. Actionable Segment Logic: Operationalized a framework to translate model outputs into meaningful audience groups that marketing teams could independently leverage for engagement. ‍ Results: Improved Performance and Messaging Relevance The segmentation engine was successfully operationalized, delivering a measurable shift in the client’s campaign effectiveness: Enhanced Targeting: Directly improved targeting performance allowing for more efficient allocation of advertising budgets. Strategic Relevancy: Enabled the delivery of more relevant messaging, resulting in an increase in user engagement across segments. ‍ Evidence-Based Growth: The transition to data-driven segments provided the necessary institutional receipts to validate and scale high-performing campaign strategies. Skills No items found. Roles No items found. Want to discuss a solution for you? Talk to an Expert Elite engineers ready to accelerate your roadmap Start vetting within one week Have talent placed in under a month. Continue Reading Data Analytics Financial Services Compliance Reporting Reporting automated Data Science Marketing & Advertising Audience Segmentation Targeting efficiency improved Data Engineering Healthcare & Life Sciences Clinical Data Pipelines Research access improved Explore All Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved AI & Machine Learning | Cutting-Edge AI Solutions Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started AI & Machine Learning Factored AI builds production ML and AI systems that scale securely and perform reliably. Move From Promising Models To Real-World Impact. Designing ML and AI systems that operate in production, at scale, under real constraints. From classical ML to GenAI, we excel at deployment, monitoring, and measurable outcomes. End-to-end ML systems Production-ready AI applications GenAI with evaluation and guardrails Start Building Proven At Enterprise Scale. 100's Enterprise Clients 1000's Successful Projects 450+ Elite Engineers 30+ Industries Served Our Capabilities Production ML Systems Deployed models serving millions of predictions. Built for reliability, monitoring, and retraining. MLOps & Model Lifecycle Implemented CI/CD, monitoring, and rollback for ML systems. Reduced deployment risk. Applied AI & Deep Learning Built NLP, computer vision, and recommendation systems. Delivered measurable business impact. Generative AI Enablement Deployed LLM-powered systems with evaluation and safety controls. Enabled responsible GenAI adoption. Privacy-Preserving ML Built federated and compliant ML systems. Enabled collaboration without data sharing. AI Performance & Monitoring Tracked drift, bias, and degradation in production. Maintained long-term model quality. Want to discuss a solution? Book a Call Case Studies & Proven Impact AI & Machine Learning Financial Services Fraud Detection Models Detection precision improved AI & Machine Learning Technology LLM Hardware Integrations 50K+ monthly downloads AI & Machine Learning Retail & CPG Real-Time Grocery Rec Real-time personalization enabled Explore Our Work Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Partners - Azure & Factored Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Azure & Factored Enabling enterprise-grade data and AI transformation through secure, scalable cloud innovation. Designing and implementing agile, AI-ready systems on Azure’s trusted cloud platform. Reduce operational complexity Accelerate insight and innovation Deliver enterprise value with precision Secure, enterprise-ready deployments using Azure-native governance and compliance tooling Expertise Azure ML Azure Synapse Analytics Azure Databricks Power BI Azure Data Factory Azure OpenAI Service Azure Cosmos DB Azure Functions / Logic Apps Azure Kubernetes Service Azure Purview / Microsoft Fabric To build cutting-edge solutions Energy, Oil & Gas CDP (Common Data Platform) and Data Governance: Built a robust data infrastructure and governance from scratch using Databricks and Azure, standardizing data protocols and enabling a customer 360 view for churn analysis and marketing. Financial Services Enhancing Efficiency in Contract Validation: Developed a C++ application on Azure to compare Word contract documents against templates, reducing 4,500 hours of manual validation and a three-day cycle time by 50%, while minimizing human error. Financial Services Automating Standard Operating Procedure (SOP) Creation: Implemented an 'SOP Knowledge Service' module using Generative AI (GPT-4 via Azure OpenAI Service) and Azure AI Search to automate SOP creation, reducing Level 1 support tickets by up to 45%. And accelerate your roadmap with GenAI & Conversational AI Systems: Built secure, production-grade conversational AI platforms using Azure OpenAI Service and Azure AI Studio, enabling a Fortune 500 customer support team to automate 70% of inbound requests within 4 months. Modern Data Lakehouse Architectures: Designed and implemented a full Azure Synapse + Data Lake architecture for a leading telecom firm, streamlining data from 20+ sources and reducing analytics latency by 60%. Real-Time AI Pipelines & ML Ops: Deployed ML pipelines using Azure ML and Azure DevOps for a retail client, enabling real-time pricing optimization with end-to-end model versioning and CI/CD. Data Governance & Compliance Frameworks: Delivered a metadata-driven governance layer using Purview, Azure RBAC, and Data Catalog, helping a healthcare organization meet HIPAA and GDPR requirements. Covering 100% of U.S. time zones, becoming a natural extension of your team Elite engineers ready for flexibility, scalability, and measurable impact. Build IP that belongs to you Proven work with the Fortune 500 Start Building Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Healthcare & Life Sciences | Custom Data & AI Solutions Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Healthcare & Life Sciences Factored AI deploys clinically rigorous, privacy-safe AI systems that improve patient outcomes, accelerate research, and reduce healthcare operating costs. Production AI Without Compromising Privacy, Compliance, Or Trust. 01 Clinical Risk Prediction & Early Detection Enabled earlier identification of high-risk patients while preserving data sovereignty across institutions. Built federated and deep-learning models combining EHR demographics, longitudinal lab time series, and NLP-extracted clinical notes. All trained collaboratively without sharing raw patient data. 02 Research Data Infrastructure & Analytics Enablement Improved research data availability from weekly refresh cycles to near real-time access. Designed cloud-native ELT pipelines with automated schema validation and error handling, unifying patient records and survey data into analytics-ready warehouses. 03 Risk, Compliance & Decision Automation Reduced underwriting costs by 40% while maintaining risk accuracy and regulatory explainability. Embedded explainable ML models directly into production decision pipelines with dynamic thresholds for compliance and audit teams. Case Studies & Proven Impact Federated Cancer Prediction Population Risk Models Clinical Data Pipelines Automated Research Review Population Health Risk Modeling Pancreatic Cancer Risk Prediction Using Federated Learning Detect lethal cancers earlier without violating patient privacy or institutional boundaries. Pancreatic cancer survival depends on early detection, but data silos and privacy laws prevented collaborative modeling. Built a federated learning system using NVIDIA FLARE, combining structured demographics, time-series labs, and NLP-extracted clinical features without sharing raw data. Enabled cross-institutional model training under full privacy compliance, unlocking earlier intervention opportunities where time is critical. Explore Our Work Predictive ML for Life Insurance Underwriting Automate low-risk medical decisions to reduce cost and speed approvals. Manual and full medical underwriting created unnecessary expense and delays for low-risk applicants. Trained and deployed a binary ML classifier to flag low-risk cases and integrated it into underwriting pipelines with explainability. 40% reduction in underwriting costs , faster application turnaround, and maintained actuarial risk accuracy. Explore Our Work Automating Medical Data Ingestion for Research Analytics Give researchers immediate access to clean, analysis-ready clinical data. Fragmented patient records and batch ingestion slowed research insights. Built a cloud-native ELT pipeline ingesting structured and semi-structured health data with automated schema validation. Improved data availability from weekly batches to near real-time , significantly reducing manual data preparation. Explore Our Work AI-Assisted Patient Engagement & Clinician Interaction Scale personalized patient engagement without increasing clinician workload. Growing patient volumes limited clinicians’ ability to maintain timely, personalized communication. Designed AI-powered patient engagement agents integrated into care workflows. Reduced administrative burden while improving consistency and responsiveness of patient interactions. Explore Our Work Population Health Risk Stratification Identify population-level risk early to intervene sooner and allocate care effectively. Health systems lacked proactive visibility into emerging population health risks. Built ML-based risk stratification models using clinical, behavioral, and utilization data. Enabled earlier interventions, better care prioritization, and more efficient use of clinical resources. Explore Our Work Three Engagement Models Embedded Engineers Elite, dedicated engineers who onboard quickly, are embedded in your team, and are managed by your stakeholders. Managed Services End-to-end AI and data solutions designed, managed, and scaled by Factored to drive measurable ROI. Advisory in AI, ML, and Data Senior architects guide feasibility, prioritization, and strategy with expert insight to de-risk critical decisions, solve challenges and drive competitive advantage. Want to discuss a solution for you? Start Building Elite engineers ready to accelerate your roadmap. Start vetting within one week. Have talent placed in under a month. Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Manufacturing & Logistics | Custom Data & AI Solutions Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Manufacturing & Logistics Factored AI builds production AI systems that optimize manufacturing throughput, reduce downtime, and make supply chains faster, cheaper, and more resilient. AI-driven Systems That Improve Reliability, Efficiency, And Margin At Scale 01 Supply Chain Optimization & Throughput Maximization Improved fulfillment reliability while reducing delays and inefficiencies across complex supply networks. Applied predictive modeling, optimization algorithms, and real-time data pipelines to balance demand, inventory, and routing decisions. 02 Predictive Maintenance & Anomaly Detection Detected critical failures earlier while cutting false alerts by 75%. Built time-series forecasting and anomaly detection systems tailored for sparse, spiky, high-variance operational data. 03 Operational Intelligence & Cost Optimization Reduced infrastructure and analytics costs by up to 90% while improving SLA performance. Optimized large-scale data platforms and ML pipelines to improve performance, reliability, and cost efficiency in production environments. Case Studies & Proven Impact Late Order & Supply Optimization Operational Anomaly Detection Predictive Analytics for Downtime Databricks Cost Optimization Real Time Operations Platform Late Order Prediction & Supply Chain Optimization Predict and prevent late deliveries before they impact customers. Late orders created downstream disruptions, customer dissatisfaction, and penalty costs. Built predictive ML models to identify at-risk orders using logistics, routing, and historical delivery data. Improved on-time delivery performance and enabled proactive intervention by operations teams. Explore Our Work Time-Series Anomaly Detection for Operational Systems Detect critical system and equipment failures early with fewer false alarms. High-volume operational signals produced excessive false positives and masked real failures. Designed time-series clustering and probabilistic anomaly detection models optimized for sparse, high-variance data. 75% reduction in false positives, 10× faster detection of critical anomalies, and scalable processing of 10,000+ events per minute. Explore Our Work Predictive Maintenance & Downtime Reduction Prevent equipment failure before it halts production. Unplanned downtime caused production losses and costly emergency maintenance. Deployed a session-aware reinforcement learning recommender system balancing exploration and exploitation across web and mobile. Reduced downtime, improved asset utilization, and lowered maintenance costs across production lines. Explore Our Work Databricks Cost Optimization for Manufacturing Analytics Run large-scale manufacturing analytics without runaway cloud costs. Inefficient data pipelines and storage drove high analytics costs with slow execution times. Re-architected Spark workflows using partition pruning, Z-ordering, and workload isolation. Up to 90% reduction in cloud analytics costs and SLA improvements from hours to minutes . Explore Our Work Real-Time Operational Dashboards & Automation Give operations teams real-time visibility and control. Manufacturing and logistics teams relied on delayed, static reports to manage operations. Built real-time dashboards and automated workflows integrating operational KPIs and ML-driven alerts. Faster decision-making, reduced manual intervention, and improved coordination across operations teams. Explore Our Work Three Engagement Models Embedded Engineers Elite, dedicated engineers who onboard quickly, are embedded in your team, and are managed by your stakeholders. Managed Services End-to-end AI and data solutions designed, managed, and scaled by Factored to drive measurable ROI. Advisory in AI, ML, and Data Senior architects guide feasibility, prioritization, and strategy with expert insight to de-risk critical decisions, solve challenges and drive competitive advantage. Want to discuss a solution for you? Start Building Elite engineers ready to accelerate your roadmap. Start vetting within one week. Have talent placed in under a month. Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Software Engineering COE | AI-Driven Development Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Software Engineering AI-powered systems that accelerate innovation, efficiency, and revenue. Built To Scale. Productionize AI models, architect systems for scale, build distributed infrastructure, and ship reliably under pressure. Design, develop, and maintain data and AI applications System architecture, testing, and optimization for performance Deploy resilient AI/ML solutions to drive revenue Start Building Proven At Enterprise Scale. 100's Enterprise Clients 1000's Successful Projects 450+ Elite Engineers 30+ Industries Served Our Capabilities Backend & API Development Built scalable services supporting high traffic and low latency. Integrated cleanly with data and ML systems. Platform & Infrastructure Engineering Designed systems built for scale and reliability. Reduced operational risk. Cloud-Native Development Delivered production software on AWS, GCP, and Azure. Optimized for performance and cost. System Integration Connected data, ML, and business systems end-to-end. Reduced fragmentation. Reliability & Performance Engineering Improved uptime, latency, and fault tolerance. Enabled stable production environments. Applied Testing, CI/CD, Observability. Engineering best practices to increased development velocity without sacrificing quality. Want to discuss a solution? Book a Call Case Studies & Proven Impact Software Engineering Technology Resilient Demand Forecasting Higher forecast accuracy at scale Explore Our Work Want to discuss a solution for you? Start Building Elite engineers ready to accelerate your roadmap. Start vetting within one week. Have talent placed in under a month. Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Contact Us | Build With High-Caliber AI, ML & Data Teams Now Don’t miss the opportunity to connect with the best talent Hire the highest-caliber engineers in under a week Build IP that belongs to you Accelerate your roadmap I want to connect No, Thanks Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Talk To An Expert Meet the engineers on the cutting-edge of data and AI. Bringing excellence, rigor and passion to our work. Aligning with U.S. time zones to ensure real-time collaboration. First Name* Last Name* Email* Phone Number Job Title* Message (optional) Thank you, we have received your request and will be in touch shortly. Oh no! Something went wrong while submitting the form. Please try again. Contact details Address 400 Castro Street Suite 600 Mountain View, CA 94041 Email [email protected] Phone (650) 353-5484 Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Industries | AI and Data Execution with Domain Expertise Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started AI & Data Built For Your Industry Specialized expertise across industries, delivering production-ready AI aligned to sector-specific challenges at scale. Build With Deep Domain Expertise Healthcare & Life Sciences Financial Services Technology Retail & CPG Manufacturing & Logistics Marketing & Advertising Media & Entertainment Production AI without compromising privacy, compliance, or trust. Deploying clinically rigorous, privacy-safe AI systems that improve patient outcomes, accelerate research, and reduce healthcare operating costs. Clinical Risk Prediction & Early Detection Research Data Infrastructure & Analytics Enablement Risk, Compliance & Decision Automation Start Building Start Building With Factored Learn More Learn More About Healthcare & Life Sciences Deploy AI without sacrificing explainability, auditability, or control. Factored AI builds production AI for financial institutions that drives revenue, automates operations, and meets strict regulatory and risk requirements. Risk, Fraud & Compliance Intelligence Operational Intelligence & Cost Optimization LLM-Powered Financial Analysis & Decision Support Start Building Start Building With Factored Learn More Learn More About Financial Services Elite AI and data engineering accelerating your roadmap. Factored AI builds and scale production-grade AI and data platforms for technology companies with demanding performance, reliability, and talent standards. AI Infrastructure & MLOps Engineering Data Infrastructure & Developer Enablement Applied AI for Product Intelligence Start Building Start Building With Factored Learn More Learn More About Technology AI systems that drive revenue from customer, pricing, and supply-chain data. Factored AI builds production-ready AI for retailers and CPG brands that increases revenue, optimizes inventory, and operationalizes data at scale. Demand Forecasting & Inventory Optimization Personalization, Pricing & Merchandising Intelligence Operational Intelligence & Store-Level Execution Start Building Start Building With Factored Learn More Learn More About Retail & CPG AI driven systems that improve reliability, efficiency, and margin at scale. Factored AI builds production AI systems that optimize manufacturing throughput, reduce downtime, and make supply chains faster, cheaper, and more resilient. Supply Chain Optimization & Throughput Maximization Predictive Maintenance & Anomaly Detection Operational Intelligence & Cost Optimization Start Building Start Building With Factored Learn More AI systems that maximize revenue, efficiency, and measurable impact. Factored builds production AI for marketing teams that improves targeting, attribution, and ROI across channels at scale. Audience Segmentation & Personalization at Scale Attribution, Measurement & Spend Optimization GenAI for Market Insights & Creative Intelligence Start Building Start Building With Factored Learn More Learn More About Marketing & Advertising AI systems that increase reach, retention, and monetization. Factored AI builds production AI that powers personalization, audience growth, and content performance at global media scale. Personalization & Content Discovery Audience Analytics & Growth Intelligence GenAI for Content & Market Intelligence Start Building Start Building With Factored Learn More Learn More About Media & Entertainment Results Delivered Data Analytics Financial Services Compliance Reporting Reporting automated Data Science Marketing & Advertising Audience Segmentation Targeting efficiency improved Data Engineering Healthcare & Life Sciences Clinical Data Pipelines Research access improved Explore Our Work Premier-Certified Partner Expertise Covering 100% of U.S. time zones, becoming a natural extension of your team Elite engineers ready for flexibility, scalability, and measurable impact. Build IP that belongs to you Proven work with the Fortune 500 Start Building Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Top Talent | We Vet and Specialize AI, ML & Data Experts Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Rigorously Vetting & Specializing Data and AI Experts Through deep market insight and an intense assessment of technical and soft skills Explore Our Process Every Engineer Is Backed By Factored Our vetting system is architected by senior engineers and continuously refined through years of building and deploying AI in production. Highly specialized technical recruiters Engineers leading our rigorous vetting and specialization World-class trainers from Stanford and MIT continually enhancing their skills Certified career coaches Centers of Excellence leading industry research “On behalf of everyone here thank you, to you and the whole Factored team. They have been an amazing part of our team over the last year and their contributions have really expanded our team's capabilities. Here's to many more years!” - Chief Executive Officer From A Fortune 500 Client Evaluated For Real-World Impact Execute With Technical Excellence We break down every function, job description, and skill set into clear frameworks and elements. Using a multi-stage evaluation process, we score each element through both quantitative and qualitative assessments. Live coding - Clear, thougthful and effective. Code quality - Well-structured, comments and variable names. Systems thinking - Effective application of algorithms. Data structures - Exceptional and practical application of data structures. Tools and Tech Stack - Command of the systems and best practices. World-Class Collaboration, Adaptability & Impact We assess communication, ownership, adaptability, and business acumen to ensure seamless integration into high-performing teams. ‍ English proficiency of B2 or higher. Business Acumen. Critical thinking. Culture fit and collaboration. Teams Built, Operationalized, and Continuously Strengthened To Deliver Results Covering 100% of U.S. time zones, becoming a natural extension of your team Elite engineers ready for flexibility, scalability, and measurable impact. Build IP that belongs to you Proven work with the Fortune 500 Start Building Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Case Studies | AI, ML & Data in Action Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Case Studies About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Case Studies Driving growth, optimizing costs, managing risk, and unlocking insights, for real results. Browse by service: All Software Engineering Data Engineering Data Analytics Data Science AI & Machine Learning Browse by industry: All Financial Services Healthcare & Life Sciences Manufacturing & Logistics Marketing & Advertising Media & Entertainment Retail & CPG Technology Data Analytics Financial Services Compliance Reporting Reporting automated Data Science Marketing & Advertising Audience Segmentation Targeting efficiency improved Data Engineering Healthcare & Life Sciences Clinical Data Pipelines Research access improved AI & Machine Learning Financial Services Fraud Detection Models Detection precision improved Data Engineering Financial Services Transaction Data Pipelines Faster risk analytics access Data Engineering Technology Incremental Data Extraction Reliability issues resolved Data Engineering Manufacturing & Logistics Fleet Maintenance Analytics Millions in savings identified Data Analytics Technology Digital Wallet Analytics 22% MAU increase Data Engineering Retail & CPG Server-Side Analytics Metric accuracy restored Data Engineering Manufacturing & Logistics Salesforce Data Migration Unified platform enabled AI & Machine Learning Technology LLM Hardware Integrations 50K+ monthly downloads AI & Machine Learning Retail & CPG Real-Time Grocery Rec Real-time personalization enabled AI & Machine Learning Manufacturing & Logistics Fiber Deployment Vision Planning time reduced AI & Machine Learning Healthcare & Life Sciences Federated Cancer Prediction Privacy-preserving ML deployed AI & Machine Learning Retail & CPG Inventory Accuracy ML $80M recovered sales Data Analytics Technology Automated Analytics Reporting Pre-sales efficiency improved Data Analytics Media & Entertainment Customer Behavior Analytics Lifecycle visibility enabled AI & Machine Learning Technology Product Impact Prediction 40% faster evaluations AI & Machine Learning Media & Entertainment News Recommendation System ~30% gain in discovery metrics AI & Machine Learning Retail & CPG Promotional Recommendations CTR and CVR accuracy improved Data Engineering Media & Entertainment Unified Data Platform AI-first scalability enabled AI & Machine Learning Media & Entertainment Centralized Feature Store Deployment cycle cut to 20 days AI & Machine Learning Media & Entertainment AI Matchmaking Pipeline Scalable pairing enabled AI & Machine Learning Technology Interactive LLM Demos Customer engagement increased Data Analytics Retail & CPG Unified Ecommerce Analytics Cross-system visibility delivered AI & Machine Learning Healthcare & Life Sciences Real-Time Anomaly Detection Near real-time detection achieved AI & Machine Learning Retail & CPG Adaptive Ecommerce Personalization Engagement and conversion lift AI & Machine Learning Manufacturing & Logistics Adaptive Energy Optimization 32% reduction in energy use Software Engineering Technology Resilient Demand Forecasting Higher forecast accuracy at scale AI & Machine Learning Healthcare & Life Sciences Automated Research Review 15% reduction in manual review AI & Machine Learning Manufacturing & Logistics ML Quality Control Cuts defects by up to 75% AI & Machine Learning Retail & CPG Market Research LLM Insights in minutes, not days AI & Machine Learning Retail & CPG Generative AI Recommenders Boosts conversion rates at scale AI & Machine Learning Retail & CPG Databricks - GenAI Recommender Boosts conversion rates at scale AI & Machine Learning Retail & CPG Databricks - Market Research LLM Insights in minutes, not days Data Analytics Manufacturing & Logistics Predictive Analytics for Downtime Reduces downtime 20–50% AI & Machine Learning Financial Services AI Support for Digital Banking Automates 60–80% of inquiries Data Analytics Technology Databricks Cost Optimization Lowers compute costs by 25–40% AI & Machine Learning Retail & CPG AI Inventory Optimization Cuts stockouts by up to 30% Data Analytics Technology DBT Data Mesh Strategy Unified metrics for faster decisions AI & Machine Learning Technology AWS AutoML for Vision 20% higher accuracy than Vertex AI AI & Machine Learning Financial Services Revenue Forecasting Models Sales +16% by filtering low performers AI & Machine Learning Technology RTB Model Serving Platform 20× throughput, 1M req/s, 10ms latency AI & Machine Learning Technology Centralized RTB ML Platform Cuts Snowflake costs 30% with QA AI & Machine Learning Marketing & Advertising Real-Time Ad Data Streaming 10× capacity, 1M req/s, <10ms latency Data Science Retail & CPG Vehicle Demand Forecasting 15% more sales, 22% less overstock AI & Machine Learning Marketing & Advertising AI Price Optimization CVR +15% and higher revenue per sale Data Engineering Marketing & Advertising Unified Data Visualization Reports in minutes with clear visibility Data Analytics Marketing & Advertising Marketing User Analytics Self-serve insights that lift conversions AI & Machine Learning Financial Services Loan Risk ML Models Improves default accuracy 20–35% No resources exist for this query Covering 100% of U.S. time zones, becoming a natural extension of your team Elite engineers ready for flexibility, scalability, and measurable impact. Build IP that belongs to you Proven work with the Fortune 500 Start Building Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Marketing & Advertising | Custom Data & AI Solutions Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Marketing & Advertising Factored builds production AI for marketing teams that improves targeting, attribution, and ROI across channels at scale. AI Systems That Maximize Revenue, Efficiency, And Measurable Impact 01 Audience Segmentation & Personalization at Scale Increased engagement and conversion by delivering highly relevant experiences in real time. Built ML-driven audience segmentation, clustering, and personalization systems using behavioral, transactional, and contextual signals. 02 Attribution, Measurement & Spend Optimization Improved marketing ROI and reduced wasted spend across channels. Designed multi-touch attribution models and optimization pipelines that connect impressions, actions, and revenue outcomes. 03 GenAI for Market Insights & Creative Intelligence Accelerated insight generation while reducing reliance on slow, expensive research cycles. Deployed LLM-powered systems to simulate audiences, test messaging, and surface actionable market intelligence. Case Studies & Proven Impact Adaptive Ecommerce Personalization Customer Segmentation & LTV Multi Channel Attribution LLMs for Market Research Campaign Performance Platform Adaptive, Real-Time Personalization with Reinforcement Learning Personalize every customer interaction to maximize engagement and conversion Static recommendations and one-size-fits-all targeting limited discovery and engagement. Deployed a session-aware reinforcement learning system that adapts recommendations in real time across web and mobile. 58% increase in click-through rate , 36% lift in conversion , and 31% more product variety shown per session. Explore Our Work Customer Segmentation & LTV Optimization Identify high-value customers and allocate spend where it matters most. Marketing spend was inefficient due to limited visibility into customer lifetime value and behavior. Built ML-based clustering and segmentation models to group customers by value, behavior, and growth potential. Improved targeting precision, higher LTV, and more efficient acquisition and retention strategies. Explore Our Work Multi-Channel Attribution & Budget Optimization Connect marketing spend to real business outcomes. Teams lacked clear attribution across channels, leading to suboptimal budget allocation. Designed attribution models linking impressions, conversions, and revenue across digital channels. Reduced wasted spend and improved ROI through data-driven budget reallocation. Explore Our Work Leveraging LLMs for Synthetic Market Research Replace slow market research with AI-driven insight simulation. Traditional research methods were slow, expensive, and inflexible. Built LLM-powered synthetic personas to simulate audience reactions, pricing sensitivity, and messaging effectiveness. Faster insight cycles, lower research costs, and rapid experimentation without third-party studies. Explore Our Work Campaign Performance Analytics & Optimization Optimize campaigns continuously instead of post-mortems. Campaign insights arrived too late to influence performance. Built real-time dashboards and ML models to track performance and surface optimization opportunities. Faster optimization cycles, improved campaign efficiency, and clearer visibility into marketing impact. Explore Our Work Three Engagement Models Embedded Engineers Elite, dedicated engineers who onboard quickly, are embedded in your team, and are managed by your stakeholders. Managed Services End-to-end AI and data solutions designed, managed, and scaled by Factored to drive measurable ROI. Advisory in AI, ML, and Data Senior architects guide feasibility, prioritization, and strategy with expert insight to de-risk critical decisions, solve challenges and drive competitive advantage. Want to discuss a solution for you? Start Building Elite engineers ready to accelerate your roadmap. Start vetting within one week. Have talent placed in under a month. Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved AI Residency | Elevate your Career as an elite AI engineer. Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started AI Residency A paid, full-time, professional residency for experienced engineers who want to elevate their career as an elite AI engineer. Accelerating the Top 1% of Latin America AI Talent. Operating Environment This is a paid, full-time, residency built around real-world execution. We create a structured, professional setting centered on hands-on missions and system-level problem-solving. You will operate at a high-bar and are expected to perform alongside peers who meet the same engineering standards. Design, Build, and Defend You will design and operate end-to-end AI systems in real-world settings, making critical architectural decisions on scalability, reliability, and cost. Success hinges on technically justifying these trade-offs with clear reasoning. This high-caliber learning environment elevates your skills through rigorous feedback, peer challenges, and expert mentorship. Global Impact Completing the Factored AI Residency validates that you can operate at an elite level, execute complex system-level decisions, and perform alongside senior peers in the most demanding AI environments. With Factored you will then deploy AI solutions for top U.S. and global companies and accelerate your career. Admission Process 01 Validate Your Foundation Submit your application. We look for demonstrated engineering experience, strong mathematical foundations, and professional English fluency. 02 Prove Your Craft Move beyond theory. Complete a hands-on coding challenge and defend your architectural decisions in a live System Design interview. 03 Join the Top 1% Stay on as a full-time engineer. Start with an intensive calibration phase, then deploy to high-impact projects with our U.S. partners. The Best Years of Your Career Start Here! Check Eligibility Embrace A Culture Of Learning And Curiosity Belong To An Innovative Community Deliver Cutting-Edge Projects FAQs What is the Factored AI Residency? It is a full-time, paid engineering role designed to bridge the gap between "good engineer" and "world-class AI practitioner." Residents undergo a rigorous calibration period focused on GenAI, LLMOps, and Agentic Workflows before deploying to client projects. The residency is a paid, full-time, engineering role designed to bridge the gap between a "good engineer" and "world-class AI practitioner." Residents undergo a rigorous calibration period focused on GenAI, LLMOps, and Agentic Workflows. Upon successful completion, you will be integrated into Factored’s engineering teams to work on high-impact projects for Fortune 500 companies and top U.S. tech startups. Who is this program for? This residency is for experienced professionals, not students. We look for engineers with: Real production experience in Software Engineering or Data Science, Machine Learning engineering. A strong grasp of Natural Language Processing. Curiosity to understand how models work under the hood, not just how to use APIs.This residency is for experienced professionals, not students. We look for engineers with: ‍ Real production experience in Software Engineering, Data Science, or Machine Learning engineering. A strong grasp of Natural Language Processing. Curiosity to understand how models work under the hood. B2/C1+ level of English with the ability to communicate technical decisions clearly Is this a paid position? Yes. From day one, you are hired as a full-time employee (FTE) with a competitive salary and benefits. You are paid to learn during the calibration phase and continue as a Factored Engineer afterward. Required Skills and Expertise Programming & Engineering: Proficiency in Python and a solid understanding of software engineering principles. Machine Learning: Demonstrated knowledge of modern ML frameworks (e.g., PyTorch, TensorFlow, Hugging Face) and experience with Natural Language Processing (NLP). Backend & MLOps: Experience building APIs and familiarity with production MLOps practices, including CI/CD, model versioning, monitoring, and infrastructure as code. Cloud & Containerization: Experience or knowledge in containerization and cloud deployment (AWS, Azure, or GCP). Communication & Soft Skills: B2/C1+ level of English, strong communication, critical thinking, and business acumen. Soft skills we look for include: Business Acumen, Communication, and Critical Thinking. What are the main objectives of the program? The Residency aims to enable experienced ML engineers to specialize in LLMs and Generative AI by working on real-world, production-grade systems aligned with industry standards—rather than academic or sandbox environments. The program also focuses on developing advanced technical and professional skills, providing hands-on projects to apply knowledge in practical settings, and preparing participants for challenging roles and responsibilities within U.S. and global companies. What is the selection process like? The selection process typically includes an application review, a recruiter screening interview, an assessment, two technical interviews, and final selection for program enrollment. Can I apply if I am currently employed elsewhere? Yes, as long as your current commitments finish as soon as you start our program. This is an exclusive training program. That requires your full-time commitment. How much time will I need to commit weekly? Participants should expect to dedicate approximately [45 hours/week] to the program, including live sessions, independent learning, and project work. Will there be assessments during the program? Residency performance is continuously evaluated using multiple signals, not a single assessment. Methods include regular mock interviews with structured feedback, capstone projects reviewed by TTOs and peers, and hands-on lab assignments (FactorEdX) with autograder evaluation. Beyond formal evaluation, engagement (call participation, work delivery, visible progress) is monitored. Underperformance is addressed proactively with guidance and targeted follow-up. Termination for performance is rare; significant effort supports improvement. The main risk for termination is a sustained lack of engagement (missing calls, no results, unwillingness to apply feedback) despite support. The residency maintains high standards while heavily investing in engineers' success. Will I receive a certificate upon completion? Yes, participants who successfully complete the program will receive a certificate of completion recognizing their achievements. What support and resources are provided during the program? Participants have access to instructors and peer support throughout the program, along with all necessary learning materials, project guidelines, software, and tools required for assignments. Additionally, Factored provides a laptop for training and day-to-day work. Is the program remote? Yes. Factored is a remote-first company. However, you must be based in Latin America to ensure time-zone alignment with our team and U.S. clients. What is the contract type, and how are benefits and leave handled during the program? Participants are hired on a full-time (FTE), permanent basis. Full details regarding compensation, working hours, and program requirements are shared during the offer stage, before the program begins. If a participant becomes sick or needs to take leave, they should inform their program coordinator as soon as possible. The program accommodates temporary absences due to illne Partners - Astronomer & Factored Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Astronomer & Factored Building innovative data pipelines that power AI and data analytics Building smarter data pipelines to drive AI and analytics. Scalable, flexible, and resilient data strategies for AI and analytics Faster time-to-value through automation, visibility, and control Reduced operational burden Expertise Astro Apache Airflow Astro CLI Astro Runtime Astro Alerts & Monitoring Airflow as Code To build cutting-edge solutions Financial Services Streamlining Data Orchestration Implemented Astronomer's platform to centralize and manage over 500 Apache Airflow DAGs, improving data pipeline reliability by 90% and reducing manual intervention for critical financial reports. Logistics Building a Scalable Data Platform Utilized Astronomer to establish a robust and scalable data orchestration layer with Apache Airflow across multi-cloud environments, enabling real-time tracking of shipments and optimizing logistics operations, resulting in a 15% reduction in delivery delays. Media & Entertaiment Self-Service Data Engineering Rolled out Astronomer to provide a managed Apache Airflow environment, enabling individual data teams to build and deploy their own data pipelines securely, reducing central data team bottlenecks by 30% and accelerating new data product development. And accelerate your roadmap with Enterprise-Grade Data Orchestration: Factored specializes in building and operationalizing AI systems, where reliable data pipelines are mission-critical. Using Astronomer’s managed Airflow platform, we help enterprises automate, schedule, and monitor complex data and ML workflows with maximum reliability and scalability. Operationalizing Machine Learning at Scale: We design pipelines that connect real-time data ingestion, feature engineering, model training, and model serving — all orchestrated with Airflow. With Airflow’s extensibility (e.g., KubernetesPodOperator, AWS/GCP hooks), Factored ensures seamless integration across cloud services, data warehouses, and ML platforms. Visibility, Monitoring, and Recovery: By combining Astronomer’s observability features with Factored’s best practices, we ensure enterprises have complete visibility into their data workflows, fast recovery from failures, and proactive management of SLAs. Faster Innovation, Lower Costs: Customers benefit from Astronomer’s elastic scaling and Factored’s engineering expertise, resulting in faster delivery of data products and AI features while optimizing operational costs. Covering 100% of U.S. time zones, becoming a natural extension of your team Elite engineers ready for flexibility, scalability, and measurable impact. Build IP that belongs to you Proven work with the Fortune 500 Start Building Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Case Studies | AI, ML & Data in Action Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Case Studies About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Case Studies Driving growth, optimizing costs, managing risk, and unlocking insights, for real results. Browse by service: All Software Engineering Data Engineering Data Analytics Data Science AI & Machine Learning Browse by industry: All Financial Services Healthcare & Life Sciences Manufacturing & Logistics Marketing & Advertising Media & Entertainment Retail & CPG Technology Data Analytics Financial Services Compliance Reporting Reporting automated Data Science Marketing & Advertising Audience Segmentation Targeting efficiency improved Data Engineering Healthcare & Life Sciences Clinical Data Pipelines Research access improved AI & Machine Learning Financial Services Fraud Detection Models Detection precision improved Data Engineering Financial Services Transaction Data Pipelines Faster risk analytics access Data Engineering Technology Incremental Data Extraction Reliability issues resolved Data Engineering Manufacturing & Logistics Fleet Maintenance Analytics Millions in savings identified Data Analytics Technology Digital Wallet Analytics 22% MAU increase Data Engineering Retail & CPG Server-Side Analytics Metric accuracy restored Data Engineering Manufacturing & Logistics Salesforce Data Migration Unified platform enabled AI & Machine Learning Technology LLM Hardware Integrations 50K+ monthly downloads AI & Machine Learning Retail & CPG Real-Time Grocery Rec Real-time personalization enabled AI & Machine Learning Manufacturing & Logistics Fiber Deployment Vision Planning time reduced AI & Machine Learning Healthcare & Life Sciences Federated Cancer Prediction Privacy-preserving ML deployed AI & Machine Learning Retail & CPG Inventory Accuracy ML $80M recovered sales Data Analytics Technology Automated Analytics Reporting Pre-sales efficiency improved Data Analytics Media & Entertainment Customer Behavior Analytics Lifecycle visibility enabled AI & Machine Learning Technology Product Impact Prediction 40% faster evaluations AI & Machine Learning Media & Entertainment News Recommendation System ~30% gain in discovery metrics AI & Machine Learning Retail & CPG Promotional Recommendations CTR and CVR accuracy improved Data Engineering Media & Entertainment Unified Data Platform AI-first scalability enabled AI & Machine Learning Media & Entertainment Centralized Feature Store Deployment cycle cut to 20 days AI & Machine Learning Media & Entertainment AI Matchmaking Pipeline Scalable pairing enabled AI & Machine Learning Technology Interactive LLM Demos Customer engagement increased Data Analytics Retail & CPG Unified Ecommerce Analytics Cross-system visibility delivered AI & Machine Learning Healthcare & Life Sciences Real-Time Anomaly Detection Near real-time detection achieved AI & Machine Learning Retail & CPG Adaptive Ecommerce Personalization Engagement and conversion lift AI & Machine Learning Manufacturing & Logistics Adaptive Energy Optimization 32% reduction in energy use Software Engineering Technology Resilient Demand Forecasting Higher forecast accuracy at scale AI & Machine Learning Healthcare & Life Sciences Automated Research Review 15% reduction in manual review AI & Machine Learning Manufacturing & Logistics ML Quality Control Cuts defects by up to 75% AI & Machine Learning Retail & CPG Market Research LLM Insights in minutes, not days AI & Machine Learning Retail & CPG Generative AI Recommenders Boosts conversion rates at scale AI & Machine Learning Retail & CPG Databricks - GenAI Recommender Boosts conversion rates at scale AI & Machine Learning Retail & CPG Databricks - Market Research LLM Insights in minutes, not days Data Analytics Manufacturing & Logistics Predictive Analytics for Downtime Reduces downtime 20–50% AI & Machine Learning Financial Services AI Support for Digital Banking Automates 60–80% of inquiries Data Analytics Technology Databricks Cost Optimization Lowers compute costs by 25–40% AI & Machine Learning Retail & CPG AI Inventory Optimization Cuts stockouts by up to 30% Data Analytics Technology DBT Data Mesh Strategy Unified metrics for faster decisions AI & Machine Learning Technology AWS AutoML for Vision 20% higher accuracy than Vertex AI AI & Machine Learning Financial Services Revenue Forecasting Models Sales +16% by filtering low performers AI & Machine Learning Technology RTB Model Serving Platform 20× throughput, 1M req/s, 10ms latency AI & Machine Learning Technology Centralized RTB ML Platform Cuts Snowflake costs 30% with QA AI & Machine Learning Marketing & Advertising Real-Time Ad Data Streaming 10× capacity, 1M req/s, <10ms latency Data Science Retail & CPG Vehicle Demand Forecasting 15% more sales, 22% less overstock AI & Machine Learning Marketing & Advertising AI Price Optimization CVR +15% and higher revenue per sale Data Engineering Marketing & Advertising Unified Data Visualization Reports in minutes with clear visibility Data Analytics Marketing & Advertising Marketing User Analytics Self-serve insights that lift conversions AI & Machine Learning Financial Services Loan Risk ML Models Improves default accuracy 20–35% No resources exist for this query Covering 100% of U.S. time zones, becoming a natural extension of your team Elite engineers ready for flexibility, scalability, and measurable impact. Build IP that belongs to you Proven work with the Fortune 500 Start Building Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Partners - Databricks & Factored Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Databricks & Factored We’ll implement your unified, scalable, and secure databricks platform for advanced analytics and AI. Empowering businesses to achieve faster innovation, actionable insights, and measurable outcomes. Accelerated time-to-insight and faster development. Improve governance and collaboration tools that ensure secure, compliant operations. Streamlined model development, monitoring, and maintenance for effective ML governance. Expertise Databricks Lakehouse Platform Delta Lake Databricks Notebooks Unity Catalog MLflow Databricks SQL Databricks Workflows AutoML Databricks MosaicML Databricks Assistant (AI Copilot) To build cutting-edge solutions Retail & Consumer Goods Dynamic Customer Recommendations: At a leading beauty company, we implemented a Multi-Armed Bandit algorithm with Thompson Sampling on Databricks, increasing click-through rate by 46%, conversion rate by 24%, and product discovery by 112%. Retail & Consumer Goods Demand Forecasting for Inventory Optimization: Built an AI-powered demand forecasting system using time-series clustering and predictive analytics on databricks, driving 15% more sales and reducing overstock by 22%. Car Rental Services Transforming API Data Ingestion: Improved how data is pulled from internal and external data sources from various storage providers, making it faster and more reliable by fixing issues like endless loops and slow connections, to enable process automation using Databricks. Tech Services Migration to Databricks for Enhanced BI and Analytics: For one of the largest dating services, we implemented a robust batch processing solution on Databricks with Medallion Architecture, dbt, SQLglot, and DAG Factory, unifying data platforms, enhancing collaboration, and improving developer productivity. And accelerate your roadmap with Unified Data and AI Platform: We bring deep expertise in modernizing data architectures and building advanced AI applications like hyper-personalized recommenders and ranking systems. By leveraging the Databricks Lakehouse Platform , we enable customers to unify structured and unstructured data, break down silos, and seamlessly integrate analytics and AI. Accelerated Machine Learning: Our ML engineering capabilities combined with Databricks’ MLflow simplify the end-to-end lifecycle for machine learning models, from experimentation and tracking to deployment and monitoring. With optimized runtime environments, joint customers achieve faster model training and scalable deployment. Real-Time Analytics: Using Databricks' Delta Lake and Factored’s expertise in building robust data pipelines, we enable businesses to process and analyze data in real-time, driving actionable insights and faster decision-making. Collaborative Data Frameworks: Our proficiency with Unity Catalog aligns seamlessly with Databricks’ governance and sharing features, ensuring secure collaboration and compliance across data teams. Covering 100% of U.S. time zones, becoming a natural extension of your team Elite engineers ready for flexibility, scalability, and measurable impact. Build IP that belongs to you Proven work with the Fortune 500 Start Building Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Case Studies | AI, ML & Data in Action Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Case Studies About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Case Studies Driving growth, optimizing costs, managing risk, and unlocking insights, for real results. Browse by service: All Software Engineering Data Engineering Data Analytics Data Science AI & Machine Learning Browse by industry: All Financial Services Healthcare & Life Sciences Manufacturing & Logistics Marketing & Advertising Media & Entertainment Retail & CPG Technology Data Analytics Financial Services Compliance Reporting Reporting automated Data Science Marketing & Advertising Audience Segmentation Targeting efficiency improved Data Engineering Healthcare & Life Sciences Clinical Data Pipelines Research access improved AI & Machine Learning Financial Services Fraud Detection Models Detection precision improved Data Engineering Financial Services Transaction Data Pipelines Faster risk analytics access Data Engineering Technology Incremental Data Extraction Reliability issues resolved Data Engineering Manufacturing & Logistics Fleet Maintenance Analytics Millions in savings identified Data Analytics Technology Digital Wallet Analytics 22% MAU increase Data Engineering Retail & CPG Server-Side Analytics Metric accuracy restored Data Engineering Manufacturing & Logistics Salesforce Data Migration Unified platform enabled AI & Machine Learning Technology LLM Hardware Integrations 50K+ monthly downloads AI & Machine Learning Retail & CPG Real-Time Grocery Rec Real-time personalization enabled AI & Machine Learning Manufacturing & Logistics Fiber Deployment Vision Planning time reduced AI & Machine Learning Healthcare & Life Sciences Federated Cancer Prediction Privacy-preserving ML deployed AI & Machine Learning Retail & CPG Inventory Accuracy ML $80M recovered sales Data Analytics Technology Automated Analytics Reporting Pre-sales efficiency improved Data Analytics Media & Entertainment Customer Behavior Analytics Lifecycle visibility enabled AI & Machine Learning Technology Product Impact Prediction 40% faster evaluations AI & Machine Learning Media & Entertainment News Recommendation System ~30% gain in discovery metrics AI & Machine Learning Retail & CPG Promotional Recommendations CTR and CVR accuracy improved Data Engineering Media & Entertainment Unified Data Platform AI-first scalability enabled AI & Machine Learning Media & Entertainment Centralized Feature Store Deployment cycle cut to 20 days AI & Machine Learning Media & Entertainment AI Matchmaking Pipeline Scalable pairing enabled AI & Machine Learning Technology Interactive LLM Demos Customer engagement increased Data Analytics Retail & CPG Unified Ecommerce Analytics Cross-system visibility delivered AI & Machine Learning Healthcare & Life Sciences Real-Time Anomaly Detection Near real-time detection achieved AI & Machine Learning Retail & CPG Adaptive Ecommerce Personalization Engagement and conversion lift AI & Machine Learning Manufacturing & Logistics Adaptive Energy Optimization 32% reduction in energy use Software Engineering Technology Resilient Demand Forecasting Higher forecast accuracy at scale AI & Machine Learning Healthcare & Life Sciences Automated Research Review 15% reduction in manual review AI & Machine Learning Manufacturing & Logistics ML Quality Control Cuts defects by up to 75% AI & Machine Learning Retail & CPG Market Research LLM Insights in minutes, not days AI & Machine Learning Retail & CPG Generative AI Recommenders Boosts conversion rates at scale AI & Machine Learning Retail & CPG Databricks - GenAI Recommender Boosts conversion rates at scale AI & Machine Learning Retail & CPG Databricks - Market Research LLM Insights in minutes, not days Data Analytics Manufacturing & Logistics Predictive Analytics for Downtime Reduces downtime 20–50% AI & Machine Learning Financial Services AI Support for Digital Banking Automates 60–80% of inquiries Data Analytics Technology Databricks Cost Optimization Lowers compute costs by 25–40% AI & Machine Learning Retail & CPG AI Inventory Optimization Cuts stockouts by up to 30% Data Analytics Technology DBT Data Mesh Strategy Unified metrics for faster decisions AI & Machine Learning Technology AWS AutoML for Vision 20% higher accuracy than Vertex AI AI & Machine Learning Financial Services Revenue Forecasting Models Sales +16% by filtering low performers AI & Machine Learning Technology RTB Model Serving Platform 20× throughput, 1M req/s, 10ms latency AI & Machine Learning Technology Centralized RTB ML Platform Cuts Snowflake costs 30% with QA AI & Machine Learning Marketing & Advertising Real-Time Ad Data Streaming 10× capacity, 1M req/s, <10ms latency Data Science Retail & CPG Vehicle Demand Forecasting 15% more sales, 22% less overstock AI & Machine Learning Marketing & Advertising AI Price Optimization CVR +15% and higher revenue per sale Data Engineering Marketing & Advertising Unified Data Visualization Reports in minutes with clear visibility Data Analytics Marketing & Advertising Marketing User Analytics Self-serve insights that lift conversions AI & Machine Learning Financial Services Loan Risk ML Models Improves default accuracy 20–35% No resources exist for this query Covering 100% of U.S. time zones, becoming a natural extension of your team Elite engineers ready for flexibility, scalability, and measurable impact. Build IP that belongs to you Proven work with the Fortune 500 Start Building Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Partners - AWS & Factored Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started AWS & Factored Achieving comprehensive solutions that accelerate data and AI transformation. Delivering agile, AI-driven solutions on AWS’s scalable cloud infrastructure. Reduce complexity Speed up time to value Deliver measurable impact Expertise Amazon Athena Amazon Bedrock Amazon EC2 Amazon EMR Amazon QuickSight Amazon RDS / DynamoDB / Aurora Amazon Redshift Amazon S3 Amazon SageMaker AWS Glue AWS Lambda AWS Step Functions To build cutting-edge solutions Healthcare Automating Quarterly Reports: Implemented an automated dbt solution leveraging AWS for data storage (s3 and redshift) and processing (AWS Glue), reducing deliverable generation time by 84% from 25 to 4 hours. Travel & Hospitality Integrating Real-Time Rental Data: Developed a real-time data integration for car rental information using AWS Lambdas, Kinesis streams, and Databricks, ensuring accurate reservation data. Logistics Optimizing Fleet Maintenance: Implemented a centralized fleet management system using Databricks and AWS tools, streamlining operations and reducing $101M in maintenance costs, including $1.7M in fines. Real Estate & Relocation Smart Neighborhood Recommendation System Developed a neighborhood recommendation system using Python, GeoPandas, NumPy, TensorFlow, and Qdrant, deployed on AWS Fargate and Lambda, to personalize home-finding and expand market reach to 100 new areas, impacting tens of thousands of users. And accelerate your roadmap with Seamless AI Integration: With Factored’s expertise building gen AI conversational systems, hyper-personalized recommender systems, and data-driven applications, we simplify the adoption of cutting-edge AI solutions tailored to unique business needs. By leveraging AWS's powerful cloud infrastructure, including SageMaker and Bedrock for scalable model training and deployment, we ensure seamless integration into existing workflows. ‍ End-to-End Data Frameworks: Factored specializes in modernizing data architectures, including database migrations, and building robust pipelines for advanced analytics. With AWS tools like Glue, Redshift, and Kinesis, we enable joint customers to extract actionable insights from their data in real time. ‍ Effortless Scalability and Security: We bring deep expertise in designing secure and scalable solutions for enterprises. AWS’s enterprise-grade encryption (e.g. KMS), global availability zones, and scalable compute resources empower our clients to grow with confidence. ‍ Accelerated Time-to-Value with AI-Ready Platforms: Factored accelerates innovation by building AI-ready platforms that reduce development cycles and operational complexity. Leveraging AWS services like Lambda, Step Functions, Sage Maker and API Gateway, we help businesses rapidly prototype, deploy, and iterate on AI solutions—turning ideas into impact faster than ever. ‍ Covering 100% of U.S. time zones, becoming a natural extension of your team Elite engineers ready for flexibility, scalability, and measurable impact. Build IP that belongs to you Proven work with the Fortune 500 Start Building Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Data Analytics | Actionable Business Insights Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Data Analytics Equip leaders with trusted insights that enable better execution. Turn Data Into Clear, Actionable Insights. Building analytics systems that connect data to business decisions. We design analytics layers, KPIs, and reporting pipelines that are accurate, trusted, and embedded directly into workflows. Executive and operational dashboards KPI frameworks tied to business outcomes Self-serve analytics for business teams Start Building Proven At Enterprise Scale. 100's Enterprise Clients 1000's Successful Projects 450+ Elite Engineers 30+ Industries Served Our Capabilities Analytics & Scalable Architecture Scalable analytics infrastructure designed for governance, performance, and AI enablement. BI & KPI Dashboard Development Metric systems tied to revenue, risk, and efficiency that eliminate inconsistency and drive cross-functional clarity. AI-Powered Self-Service Analytics Enable business teams to explore data, generate insights, and interact with analytics using natural language and AI-assisted tools. Experimentation & Impact Measurement Structured A/B testing, causal inference, and performance optimization frameworks for measurable growth. Executive Insights & Decision Systems Enterprise-grade analytics environments supporting strategic, portfolio, and C-level decision-making. Data ROI, Maturity & AI Enablement Integrated analytics directly into operational tools. Drove higher usage and faster decision cycles. Want to discuss a solution? Book a Call Case Studies & Proven Impact Data Analytics Financial Services Compliance Reporting Reporting automated Data Analytics Technology Digital Wallet Analytics 22% MAU increase Data Analytics Technology Automated Analytics Reporting Pre-sales efficiency improved Explore Our Work Want to discuss a solution for you? Start Building Elite engineers ready to accelerate your roadmap. Start vetting within one week. Have talent placed in under a month. Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Partners - Snowflake & Factored Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Snowflake & Factored Unlocking the power of your data to drive faster, more secure AI and analytics. Enabling your data to power advanced analytics and AI with speed and security. Quickly operationalize AI and analytics projects Unlock real-time, actionable insights Ensure scalability, security, and governance Expertise Snowflake Data Cloud Snowpark Snowsight Data Marketplace Native Apps Streamlit Integration Snowflake Copilot To build cutting-edge solutions Retail & Consumer Goods Optimizing Customer Data Platform (CDP) Consolidated disparate customer data into a unified Snowflake data warehouse, enabling real-time analytics and personalized marketing campaigns that increased customer lifetime value by 15%. Financial Services Building a Secure Financial Data Lake Implemented a highly secure and compliant financial data lake on Snowflake, centralizing vast datasets for regulatory reporting and fraud detection, reducing compliance audit times by 20%. Manufacturing Enhancing Supply Chain Visibility Built a centralized data platform on Snowflake, integrating data from ERP, IoT sensors, and logistics systems to provide real-time supply chain visibility, reducing inventory holding costs by 12%. Financial Services Powering Real-Time Fraud Detection Developed a high-performance fraud detection system leveraging Snowflake's capabilities for real-time data ingestion and anomaly detection, reducing fraudulent transactions by 8% and improving detection speed. And accelerate your roadmap with Modern, Unified Data Foundation: Factored brings deep expertise in data architecture modernization, AI system development, and operationalization of ML models. By leveraging the Snowflake Data Cloud, we provide customers with a single platform to store, process, and analyze all their data - structured, semi-structured, and unstructured - with near-infinite scalability. Accelerated AI and Machine Learning: With Snowpark and Snowflake ML, we build and deploy ML models directly where the data lives, reducing data movement, lowering costs, and speeding up insights. Factored’s specialization in building ranking systems, recommenders, and predictive models helps customers create production-grade AI workflows on Snowflake’s platform. Seamless Data Sharing and Collaboration: Using Snowflake Marketplace and Native Apps Framework, Factored helps customers enrich their data products and AI models through seamless, secure data sharing with partners, suppliers, or internal teams. ‍ Enterprise-Grade Security and Compliance: Snowflake’s built-in governance, role-based access control, and end-to-end encryption complement Factored’s strict cloud security standards, helping customers meet regulatory and compliance requirements effortlessly. Covering 100% of U.S. time zones, becoming a natural extension of your team Elite engineers ready for flexibility, scalability, and measurable impact. Build IP that belongs to you Proven work with the Fortune 500 Start Building Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Strategic Partners | Success through Collaboration Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Partnerships Premier-Certified Partner Expertise AWS & Factored Delivering agile, AI-driven solutions on AWS’s scalable cloud infrastructure. Databricks & Factored Empowering businesses to achieve faster innovation, actionable insights, and measurable outcomes. NVIDIA & Factored Integrating advanced AI capabilities, robust compute power, and scalable design. Google Cloud & Factored Providing end-to-end systems to accelerate data-driven AI transformation. Azure & Factored Designing and implementing agile, AI-ready systems on Azure’s trusted cloud platform. Snowflake & Factored Enabling your data to power advanced analytics and AI with speed and security. DBT Labs & Factored Powering data transformations to deliver smarter, scalable AI. Airbyte & Factored Transforming how companies handle data integration Astronomer & Factored Building smarter data pipelines to drive AI and analytics. Covering 100% of U.S. time zones, becoming a natural extension of your team Elite engineers ready for flexibility, scalability, and measurable impact. Build IP that belongs to you Proven work with the Fortune 500 Start Building Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Case Studies - Clinical Data Pipelines Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Clinical Data Pipelines Unified clinical data ingestion to support scalable healthcare research analytics. Share Share this content via: Copy link: Copy Download Key Takeaways: Operational Velocity: Accelerated research analysis by providing first-time access to unified and consistent datasets. Architected Integration: Eliminated systemic data silos by standardizing disparate structured and semi-structured sources. Strategic Readiness: Implemented a production-grade healthcare data platform to support scalable, evidence-based research workflows. Cloud-Native Data Pipelines Unify Fragmented Clinical Datasets for Research Analytics Factored engineered a unified data ingestion engine for a healthcare and life sciences organization, remediating silos across structured and semi-structured clinical datasets to provide research teams with consistent, analytics-ready information. ‍ Siloed Data Constraining Research Throughput In the high-stakes environment of pharmaceutical and clinical research, teams struggled to maintain a clear view of "Operational Reality" due to fragmented data. Clinical datasets were siloed and inconsistent, making it nearly impossible to combine structured patient records with semi-structured research data. This fragmentation created a critical bottleneck, slowing down reporting cycles and delaying the delivery of research insights. ‍ Bridging the Gap Between Disparate Clinical Sources The strategic challenge was to transition from isolated, manual-heavy data processes to a centralized intelligence layer. We needed to architect a solution capable of standardizing and integrating multiple clinical data sources while preserving the integrity required for regulated healthcare environments. The goal was to provide researchers with a reliable source of truth, effectively de-risking the "Execution Risk" associated with inconsistent clinical evidence. ‍ Cloud-Native Healthcare Data Platform Supported by our Data Engineering Center of Excellence , we engineered a scalable data infrastructure built for precision and research-grade reliability. Technical Components: Unified Ingestion Engine: Architected to ingest and integrate multiple clinical data sources regardless of their native format. Cloud-Native ELT Pipelines: Operationalized high-velocity pipelines to handle the ingestion of both structured records and semi-structured unstructured sources. Standardization Layer: Implemented custom transformation logic to normalize healthcare metrics into analytics-ready datasets stored in a unified warehouse. ‍ Results: Improved Data Availability and Faster Analysis The solution was successfully operationalized into the research pipeline, delivering a measurable shift in the client’s analytical depth: Eliminated Silos: Achieved an improvement in cross-system data visibility, removing the friction between structured and semi-structured records. Research Velocity: Researchers gained immediate access to consistent datasets, reducing the time required for data preparation and analysis. ‍ Scalable Scaffolding: The new platform provided the institutional framework necessary to scale data-driven research initiatives without increasing operational overhead. Skills No items found. Roles No items found. Want to discuss a solution for you? Talk to an Expert Elite engineers ready to accelerate your roadmap Start vetting within one week Have talent placed in under a month. Continue Reading Data Analytics Financial Services Compliance Reporting Reporting automated Data Science Marketing & Advertising Audience Segmentation Targeting efficiency improved Data Engineering Healthcare & Life Sciences Clinical Data Pipelines Research access improved Explore All Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Careers | Join the Top 1% of AI, ML and Data Talent Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started The Best Years of Your Career Start Here Join a team of brilliant humans and build the future of data and AI. Our purpose is to empower you, unleash your potential, and amplify your impact in the world. Explore open positions We're a community of builders Culture We foster a culture built on collaboration, celebration, and shared success. Remote work Our remote-first culture enables collaboration with top talent from diverse countries while ensuring flexibility and a healthy work-life balance. Data and AI experts' environment We come together to solve complex challenges. Meaningful challenges We build and utilize cutting-edge technologies to deliver business results for our clients, stay ahead, and adapt to industry shifts. Professional growth - continuous learning We are deeply committed to the professional development of our team, offering a dedicated budget for courses, certifications, and continuous learning. Work with global companies Gain international exposure and multicultural experience. Tailored Programs To Develop Your Skills AI Residency A selective, execution-driven residency built for engineers who already operate at a senior level Design end-to-end AI systems in real-world settings Deploy solutions for top U.S. tech companies Learn More Join The Next Generation Of AI Innovators Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved About Us | Exceptional AI, ML & Data teams Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started The Industry's Most Effective Engineers Factored was founded in 2019 in Palo Alto by Israel Niezen and co-founding advisor Dr. Andrew Ng to solve the global shortage of world-class AI, machine learning, and data engineers. Dedicated to shaping the future Factored Mission Helping U.S. companies build and scale the highest-caliber data science, machine learning, data engineering, and data analytics teams quickly and efficiently. Our Purpose To empower brilliant humans, unleash their potential, and amplify their impact in the world. Driven With Integrity Obsess With Our Engineers and Our Customers We exist to serve our engineers and customers—putting their success at the center of every decision we make. Meritocracy We elevate people based on results and impact, not titles or politics—rewarding those who perform, contribute, and lead with substance. Seek Truth We lead with honesty, transparency, and curiosity—valuing diverse perspectives and showing up authentically, even when it’s hard. Strive For Excellence We bring consistent rigor, passion, and high standards to everything we do, learning from mistakes and never settling for mediocrity. Owner Mentality We take full ownership of our roles, act in the best interest of the team, and embrace both the freedom and responsibility that come with it. Execution Focus We prioritize action over perfection—because meaningful progress comes from relentless execution, not just great ideas. Co-Founding Advisor Dr. Andrew Ng Managing General Partner of AI Fund Leadership Israel Niezen CEO & Co-Founder Andrew Pease Chief Financial Officer Juan David Gil Head of Engineering Ismaily Piedra Head of People Dhwani Rao Head of Partnerships Juan Jaramillo Sr. Director Solutions Engineering Michael Sprague VP of Revenue Carlos Mendez VP of Business Operations Nohorita Diaz Director of Data Analytics Jonathan Franco Head of Software Engineering Alejandro Sanchez Head of Machine Learning Alain Novell Head of Data Engineering Jonathan Monroe Head of Marketing Global Talent United States Colombia Argentina Bolivia Brazil Chile Ecuador Guatemala Jamaica Mexico Paraguay Peru Uruguay Venezuela Canada Germany France Nicaragua Panama Suriname El Salvador Leave Us a Message First Name* Last Name* Email* Phone Number Company name* Message Thank you, we have received your request and will be in touch shortly. Oh no! Something went wrong while submitting the form. Please try again. Headquarters 400 Castro Street Suite 600 Mountain View, CA 94041 Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Case Studies - Compliance Reporting Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Compliance Reporting Automated regulatory reporting pipelines to improve compliance efficiency. Share Share this content via: Copy link: Copy Download Key Takeaways: Operational Velocity: Successfully automated complex reporting workflows, reducing manual efforts. Compliance Rigor: Improved reporting consistency and accuracy to maintain a continuous state of audit readiness. Architected Efficiency: Developed standardized data pipelines to aggregate required fields from disparate financial systems into unified reports. Automated Data Pipelines Streamline Regulatory Reporting and Enhance Audit Readiness Factored engineered an automated reporting engine for a financial services compliance team, replacing manual data aggregation with standardized pipelines to ensure high-velocity, audit-ready reporting. ‍ Manual Aggregation Constraining Compliance Workflows Compliance teams within the financial services sector face a recurring "Operational Reality" of high-stakes regulatory deadlines. Our client’s teams were hindered by a critical bottleneck: a reliance on manual data aggregation. This process was not only prone to human error but significantly slowed reporting cycles, constraining the organization’s ability to respond to regulatory requests with necessary speed and precision. ‍ Bridging the Reporting Gap with Automated Integrity The strategic challenge was to move beyond ineffective, manual-heavy workflows to a production-grade automation layer. We needed to architect a solution that could standardize disparate data fields across internal systems while delivering technical receipts for every report produced. The goal was to remediate the "Execution Risk" of inconsistent reporting and ensure that every output met the rigorous standards required for institutional audits. ‍ Automated Reporting and Field Standardization Supported by our Data Analytics and Data Engineering Centers of Excellence , we engineered a cloud-native reporting infrastructure built for scale and reliability. Technical Components: Automated Data Pipelines: Operationalized the end-to-end flow of data, from ingestion to final report generation, removing the need for manual intervention. Standardization Layer: Built custom logic to aggregate required fields and normalize disparate financial metrics into a consistent format. Audit-Ready Workflows: Engineered the system to produce reports with full lineage and transparency, supporting immediate verification by internal and external auditors. ‍ Results: Faster Reporting and Enhanced Institutional Reliability The solution was successfully operationalized, delivering a measurable shift in the client’s compliance maturity: Effort Reduction: Achieved a reduction in manual reporting effort, allowing compliance officers to focus on strategic risk management. Improved Consistency: Transitioned to a deterministic reporting model that eliminated the variability of manual data entry. ‍ Reporting Velocity: Accelerated the delivery of regulatory reports ensuring all deadlines were met with high-fidelity, validated data. Skills No items found. Roles No items found. Want to discuss a solution for you? Talk to an Expert Elite engineers ready to accelerate your roadmap Start vetting within one week Have talent placed in under a month. Continue Reading Data Analytics Financial Services Compliance Reporting Reporting automated Data Science Marketing & Advertising Audience Segmentation Targeting efficiency improved Data Engineering Healthcare & Life Sciences Clinical Data Pipelines Research access improved Explore All Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Financial Services | Custom Data & AI Solutions Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Financial Services Factored AI builds production AI for financial institutions that drives revenue, automates operations, and meets strict regulatory and risk requirements. Deploy AI Without Sacrificing Explainability, Auditability, Or Control. 01 Risk, Fraud & Compliance Intelligence Reduced false positives by 75% while improving detection speed and audit confidence. Built time-series forecasting and anomaly detection systems with probabilistic validation and explainable outputs for compliance teams. 02 Operational Intelligence & Cost Optimization Reduced analytics and infrastructure costs by up to 90% while improving SLA performance. Optimized Databricks and Spark pipelines using partitioning, workload isolation, and cost-aware compute orchestration. 03 LLM-Powered Financial Analysis & Decision Support Improved accuracy and trust in LLM-powered financial question answering. Designed context-enhanced RAG systems combining graph databases and agent-based query routing for traceable, numerically accurate outputs. Case Studies & Proven Impact Financial QA with RAG Network Anomaly Detection Cost & Performance Framework AI Claims Process Automation Fraud & Financial Risk Detection Context-Enhanced RAG for Financial QA Enable accurate, explainable financial analysis with LLMs—without hallucinations. Traditional RAG systems failed on financial queries requiring historical reasoning, numerical aggregation, and traceability. Built a hybrid RAG architecture using Neo4j to model financial entities and time-aware relationships, wrapped with an AI agent to route queries intelligently. Improved response precision, reduced hallucinations, and enabled scalable analyst augmentation with source-traceable outputs. Explore Our Work Anomaly Detection Through Time-Series Forecasting in Computer Networks Detect critical financial and operational anomalies faster with fewer false alarms. High-volume, high-variance system logs produced excessive false positives and delayed incident response. Designed a time-series forecasting and clustering system using Gaussian kernel PDFs and stationarity analysis. 75% reduction in false positives, 10× faster anomaly detection, and scalable processing of 10,000+ data points per minute. Explore Our Work Cost Optimization & Performance Framework Cut cloud analytics costs without breaking SLAs. Poorly optimized workflows drove high cloud costs and slow job execution. Re-architected pipelines using predicate pushdown, partition pruning, Z-ordering, and spot-instance orchestration. Up to 90% cost reduction , SLA time reduced from 2 hours to 10 minutes . Explore Our Work AI-Powered Claims & Process Automation Automate complex financial workflows end-to-end with AI agents. Manual claims and operational workflows increased cost and cycle time. Built AI agents to automate decisioning, document handling, and exception routing. Faster processing cycles, reduced operational overhead, and improved consistency in regulated workflows. Explore Our Work Fraud & Financial Risk Detection Pipelines Identify fraud and financial risk earlier with scalable ML. Legacy rule-based systems failed to detect evolving fraud patterns. Implemented ML-based anomaly detection and risk scoring pipelines using time-series and behavioral signals. Earlier fraud detection, fewer false positives, and improved regulatory confidence. Explore Our Work Three Engagement Models Embedded Engineers Elite, dedicated engineers who onboard quickly, are embedded in your team, and are managed by your stakeholders. Managed Services End-to-end AI and data solutions designed, managed, and scaled by Factored to drive measurable ROI. Advisory in AI, ML, and Data Senior architects guide feasibility, prioritization, and strategy with expert insight to de-risk critical decisions, solve challenges and drive competitive advantage. Want to discuss a solution for you? Start Building Elite engineers ready to accelerate your roadmap. Start vetting within one week. Have talent placed in under a month. Services Overview AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Industries Overview Healthcare Financial Services Technology Retail & CPG Manufacturing Marketing & Advertising Media & Entertainment Our Work Overview Case Studies Research Our POV Careers Open Positions AI Residency About About Us Our Culture Partnerships Vetting Process Privacy Policy © Factored 2019 - 2026. All rights reserved Expert Specialized AI, ML & Data Engineers Ready to Execute Services Overview Data Engineering AI & Machine Learning Data Analytics Data Science Software Engineering Industries Overview Retail & CPG Healthcare & Life Sciences Manufacturing & Logistics Financial Services Marketing & Advertising Technology Media & Entertainment Our Work Overview Research Case Studies Our POV Careers Open Positions AI Residency About About Us Partnerships Our Culture Vetting Process Contact Us Get Started Execute With Elite AI, Machine Learning & Data Engineers For enterprises ready to turn ambitious AI plans into production. Get Started Start Building With Factored Explore Our Work Explore Our Work Premier-Certified Partner Expertise Learn More Learn More About Factored Partners Co-Founded With Dr. Andrew Ng “Factored has been playing a leading role in finding great technical talent, and connecting them with the businesses that are building these valuable and exciting AI projects.” Andrew Ng Co-Founding Advisor Learn More Learn More About Us Three Ways To Engage Embedded Engineers Elite, dedicated engineers who onboard quickly, are embedded in your team, and are managed by your stakeholders. Managed Services End-to-end AI and data solutions designed, managed, and scaled by Factored to drive measurable ROI. Advisory in AI, ML, and Data Senior architects guide feasibility, prioritization, and strategy with expert insight to de-risk critical decisions, solve challenges and drive competitive advantage. Deep Expertise In Data & AI AI & Machine Learning Data Science Data Engineering Data Analytics Software Engineering Move From Promising Models To Real-World Impact. Designing ML and AI systems that operate in production, at scale, under real constraints. From classical ML to GenAI, we excel at deployment, monitoring, and measurable outcomes. End-to-end ML systems Production-ready AI applications GenAI with evaluation and guardrails Start Building Start Building With Factored Learn More Learn More About AI & Machine Learning Predict Outcomes, Optimize Decisions And Create Advantages. Applying advanced analytics, statistical modeling, and experimentation to high-impact forecasting, risk, optimization, and decision science. Predictive and prescriptive models Experimentation and causal analysis Decision-support systems Start Building Start Building With Factored Learn More Learn More About Data Science Fast, Resilient Data Pipelines Engineering high-performance data platforms through architecture design and optimized pipeline orchestration. Cost optimization for large-scale data processing Analytics and AI-ready data platforms for business teams Resilient, governed architectures supporting high-volume workloads Start Building Start Building With Factored Learn More Learn More About Data Analytics Turn Data Into Decisions. Designing scalable analytics infrastructure that delivers trusted insights and accelerates decision-making to drive measurable business impact. Executive and operational decision dashboards KPI frameworks tied to revenue and efficiency outcomes Self-serve analytics for business teams, accelerating insight to decision-making Start Building Start Building With Factored Learn More Learn More About Data Engineering Software, Built To Scale Productionize AI models, architect systems for scale, build distributed infrastructure, and ship reliably under pressure. Design, develop, and maintain data and AI applications System architecture, testing, and optimization for performance Deploy resilient AI/ML solutions to drive revenue Start Building Start Building With Factored Learn More Learn More About Software Engineering Why Fortune 500 Leaders Choose Factored Specialized Engineers Execute with proven experience delivering production grade systems within weeks. Collaborate In U.S. Time Zones Engineers in your time zone, fully dedicated, aligned with your mission, and embedded in your culture. Enterprise-Grade Production Security, compliance, observability, and model governance built in. We deploy ready to scale. Vetting The Highest-Caliber Engineers Attracting, rigorously vetting, and specializing world-class engineers while continually sharpening their enterprise capabilities as the industry evolves. AI Residency guiding engineers to th