◈ Homepage — https://47billion.com/Skip to content Services Industries Our Work Resources Contact Us Empowering Businesses with HUMAN-FIRST AI-DRIVEN APPROACH Strategy-first, Human-focused, Outcome-led Transformation Trusted by Brands Globally Book a Discovery Call Explore the ELEVATE Framework The Business Challenge You’re Not Lacking Data. You’re Lacking Impact We are transforming reactive operations to responsive, intelligent ecosystems by addressing five core transformation barriers – From Challenges to Competitive Edge 47Billion ELEVATE ELEVATE is the AI-agentic services framework that addresses these challenges. By embedding intelligence across your business, ELEVATE drives real-time transformation and ensures that human decision-making is augmented by data-driven insights Ready to ELEVATE your business? Explore our Agentic AI Services INDUSTRIES WE SERVE Empowering Excellence Across Diverse Industries Healthcare Smart Analytics | Data-Powered Healthcare | Personalized Health & Optimized Outcomes Explore Finance AI-Driven Decisions | Smarter Lending | Optimized Financial Outcomes Explore Sustainability ESG Solutions | Ethical Traceability | Resource Conservation & Sustainable Practices Explore Education AI-Enhanced Learning | Personalized Growth | Future-Ready Graduates Explore CASE STUDIES Driven by Data, Proven by Results End-to-end Product Development Digital Platform That Connects Healthcare Providers and Patients We developed a seamless digital healthcare platform for a healthtech company, enabling efficient patient-provider interactions, appointment scheduling, and telehealth services—enhancing accessibility and patient engagement. Explore More End-to-end Product Development A redefined and intuitive Billing Platform that provides 98% of Customer Retention We helped a wireless service provider with a highly conversion focused billing platform that helped them streamline their billing processes Explore More Data Analytics and Visualization Sales and Marketing Analytics Platform which acts as a single source for the Client We engaged with a senior living advisory service with a network of 17000 communities and home care providers to build a scalable analytics and visualization solution. Explore More Client Testimonials They’ve brought not just resources but intelligence and management. Owner, Billing Platform Their expertise in UX, AI, and ML was impressive, especially from upper management. CEO, Openfund Their approach has significantly improved the usability and functionality of our platform. Chief Architect, Cloud-based Solution Company They have taken full ownership of the product and delivered the highest quality work. Founder & CEO, IT Cloud Computing Company Artificial Intelligence & Machine Learning Accelerating business outcomes by embedding AI- driven insights into decisions and processes, driving efficiency Explore Data Analytics Unlock the value of your data with modern cloud architecture for smarter, AI-driven business decisions Explore User Experience & Design Crafting intuitive, user-centric designs that simplify complex workflows, ensuring seamless interactions and high user retention. Explore End-to-End Product Development Delivering comprehensive product solutions from concept to launch, transforming ideas into scalable, high-impact digital products. Explore Reads How to Build an Enterprise AI Roadmap: From Strategy to Scalable Systems From PoC to Production: Why Enterprise AI Fails at Scale – And How to Design Systems That Actually Operate What Does an AI Development Engagement Actually Cost? A Transparent Breakdown  Beyond Prompt-and-Pray: Building a Production-Grade AI Question Generation Pipeline  How to Choose an AI Development Company? 7 Questions That Actually Matter RAG Evaluation: From Flying Blind to Measurable Trust  Deep Learning OCR: Tesseract vs docTR Explained with Real-World Results Transforming Digital Lending with Alternative Credit Intelligence  AI Agent Memory: Types, Implementation, Challenges & Best Practices 2026 RAG System in Production: Why It Fails and How to Fix It View all Building human centered AI driven solutions California Indore Bengaluru Connect With Us [email protected]  SERVICES AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Healthcare Financial Services Sustainability Education RESOURCES About Blog Press Release Careers Infographic White Paper © 2026 47Billion. All Rights Reserved.  Privacy Policy | Terms & Conditions ◈ Interior Pages — 36 pages crawledESG Services for Enterprises | Reporting, Compliance & Strategy | 47Billion Skip to content 47Billion Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Contact Us Home Industry ESG Enterprise ESG Solutions with AI Enterprise ESG Solutions with AI Achieve ESG Compliance Faster with 47Billion’s AI-Powered Framework Forward-looking organizations view sustainability as a strategic differentiator –but to succeed, new enterprise capabilities are required. However, siloed information, disconnected systems, unstructured, low-quality data, and a lack of competency make it difficult to answer practical questions about product or manufacturing processes when it comes to decisions on sustainability. 47Billion’s AI-powered ESG solutions bring together thought leadership and technology to shape a roadmap to compliance and engineer innovative technology solutions that ensure ESG performance and ultimately results in improved ROI. Let's connect Our ESG Services & Capabilities A Team of Domain Experts In-depth knowledge of various ESG frameworks, guidelines, regulations, and reporting standards - GRI, SASB, TCFD, UN SDGs Understanding of various Scopes of Carbon Emissions Deep Knowledge of Supply Chain Standards Understanding of EU Taxonomy Expertise in ESG Compliance Standards Understanding of European Sustainability Reporting Standards and CSRD compliance A Robust ESG Strategy Thought leadership-led Consulting The sustainability experts at 47Billion know your industry, the geographies in which you operate, and the challenges it faces and can help you identify the right solutions. The tech-powered consulting-led approach helps you build an ESG strategy that is driventoward compliance and achieving your ESG goals. Custom development of ESG tech solutions AI-Driven ESG Accelerators Automated ESG Audits with AI-based Compliance Tracking ESG Document Intelligence for structured, real-time data extraction AI-Powered Scope & Impact Analysis for sustainability reporting ESG Rules Engine automating complex compliance decisions Intelligent ESG Benchmarking & Performance Monitoring ESG Reporting & Predictive Analytics ESG CASE STUDIES From Compliance to Competitive Edge ESG Compliance & Supply Chain Sustainability 90% Faster ESG Reporting: Automating CSRD Compliance Across Global Supply Chains AI-driven ESG platform streamlined sustainability data collection, taxonomy classification, and ESRS-aligned reporting—enabling global teams to meet evolving regulations with real-time accuracy and zero manual errors. Explore More Carbon Emission Calculating Platform Automated Carbon Tracking Saves Hours: From Emissions Monitoring to Credit Optimization 47Billion built a carbon intelligence engine that integrates with accounting systems to monitor emissions, flag overages, and trigger carbon credit purchases—cutting manual analysis and accelerating green decision-making. Explore More ESG AI Agent for Global Enterprise $500K Saved & 70% Faster Reporting: How ESG AI Agents Replaced Consultants A multinational giant leveraged 47Billion’s autonomous ESG AI Agent to process 100+ documents per site across 30+ countries—achieving real-time compliance, 90% less manual work, and full visibility across 8 ESG standards Explore More Our ESG Technology Stack AI Services From autonomous ESG agents to intelligent document parsing and compliance prediction, our AI-driven capabilities help businesses automate manual ESG workflows, enhance reporting accuracy, and enable real-time decision-making. Explore our Services Explore Data Analytics Our best-in-class services help businesses build, optimize, and scale their data infrastructure to leverage data analytics that transform big data into actionable ESG insights. Explore Product Engineering With our end-to-end product engineering capabilities, we build reliable solutions that help our clients break out of the redundancies of legacy processes and modernize to improve efficiency, scale, and revenues. Explore Why Choose us? Tailored Solutions Our services are designed with the unique needs of educational institutions in mind, ensuring that our technology aligns with your goals. Innovative Technology We leverage the latest advancements in technology to create intuitive and impactful solutions for the education sector. Proven Expertise With a track record of successful projects, we are trusted by educational institutions to deliver high-quality EdTech solutions. Collaborative Approach We work closely with educators and administrators to understand their challenges and provide solutions that make a real difference. They delivered a high-quality, user-friendly design for a competitive price. Founder, Evolved Technologies Trending topics you need to know about How to Build an Enterprise AI Roadmap: From Strategy to Scalable Systems From PoC to Production: Why Enterprise AI Fails at Scale – And How to Design Systems That Actually Operate What Does an AI Development Engagement Actually Cost? A Transparent Breakdown Transforming ESG journeys across the manufacturing industry Partner with us Building human centered AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Menu Healthcare Financial Services Sustainability Education RESOURCES Menu About Blog Press Release Careers Infographic White Paper Building human centred AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Menu Healthcare Financial Services Sustainability Education RESOURCES Menu About Blog Press Release Careers Infographic White Paper © 2026 47Billion. All Rights Reserve RAG System in Production: Architecture, Chunking & Evaluation Guide|47Billlion Skip to content 47Billion Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Contact Us Blog RAG System in Production: Why It Fails and How to Fix It By Kamalpreet Singh . Tech Lead , Aditya Pathak . Senior Software Engineer By Kamalpreet Singh . Tech Lead Aditya Pathak . Senior Software Engineer From embeddings to evaluation: a practitioner’s guide to building RAG that actually works in production   When we started building AI-powered document Q&A into our products, we made the same mistake most teams make.  We picked a vector database. We embedded our documents. We wired up GPT-4. We called it RAG.  And for a while, it looked like it was working.  Then someone asked a question that spanned three sections of a report. The answer came back confidently wrong. Not hallucinated — the information was  there , in the document. The system just couldn’t find the right pieces and stitch them together.  That’s when we realized the problem wasn’t our LLM. It wasn’t our vector database. It was everything that happened before retrieval — and everything we weren’t measuring after generation. Designing this layer correctly is critical for teams building scalable, production-ready systems through structured enterprise AI development services . This is that story. And more importantly, this is what we learned.  The Problem With “Just Add RAG”   RAG — Retrieval-Augmented Generation — sounds straightforward: retrieve relevant documents, pass them to an LLM, get a grounded answer. No hallucinations, no stale training data.  In practice, it’s a pipeline with at least five places where things can silently break.  Here’s what a naive RAG system looks like:  User Query → Embed Query → Vector Search → Top-K Chunks → LLM → Response  Each arrow is a potential failure point. And most teams only optimize the last one — the LLM.  What LLMs Can and Can’t Do Alone   Before we talk about RAG, let’s be clear about why it exists.  Large Language Models are trained on static text snapshots. They’re remarkably good at reasoning, summarizing, and generating — but they have three fundamental limitations that matter in production:  Knowledge cutoff.  The model knows nothing about what happened after its training data were collected. For enterprise applications dealing with internal documents, policy updates, or real-time data, this is a dealbreaker.  No private knowledge.  The model was never trained on your company’s documents, your product specs, or your customer data. You can’t fix this with fine-tuning alone — fine-tuning teaches  behavior , not facts.  Hallucination under uncertainty.  When an LLM doesn’t know something, it often doesn’t say “I don’t know.” It generates a plausible-sounding answer. This is fine for creative writing. It’s catastrophic for document Q&A, compliance, or medical applications.  RAG solves all three. But only if you build it correctly.  Why RAG? The Actual Value Proposition   The core idea: at inference time, retrieve relevant context from an external knowledge base and give it to the LLM as part of the prompt. The model then generates an answer grounded in what was retrieved — not what it vaguely remembers from training.  Without RAG: LLM answers from parametric memory → hallucination risk  With RAG:    LLM answers from retrieved context  → grounded, verifiable  This unlocks three things that matter for enterprise deployments:  Updatability without retraining.  Update your knowledge base, and the system immediately knows the new information. No fine-tuning cycle, no redeployment.  Attribution.  Every answer can be traced back to a source document. This is critical for compliance, legal, and regulated industries.  Cost efficiency.  You don’t need the largest, most expensive model when the answer is literally in the context window. A smaller model with good retrieval outperforms a larger model with bad retrieval.  But here’s what the tutorials don’t tell you: the quality of your RAG system is almost entirely determined by what happens  before  the LLM sees the query. Retrieval quality is the dominant variable.  Where Naive RAG Fails   RAG solves the LLM’s knowledge problem. But naive RAG — embed, retrieve top-K, generate — introduces its own failure modes. And these failures are silent: the system returns an answer, it just happens to be wrong.  Understanding these failure modes matters because every advanced technique covered in this guide exists to address one or more of them.  Failure Mode   What Happens   Example   Vocabulary Mismatch   User phrasing doesn’t match document phrasing  User asks “salary” but the document says “compensation package”  Ambiguous Queries   Query is too vague or has multiple valid interpretations  “Tell me about Python” — the snake, or the programming language?  Lost in the Middle   LLM underweights relevant chunks positioned in the middle of a long context  Correct answer is chunk 3 of 5 — the model effectively ignores it  Irrelevant Top-K   Cosine similarity returns semantical AI Software Development Company USA | Enterprise AI & ML | 47Billion Skip to content 47Billion Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Contact Us Home Services AI/ML AI & ML Development and Consulting Services Helping you Lead in the Age of AI Driving business growth and operational efficiency is our primary objective when it comes to our AI/ML capabilities. We solve complex challenges, enhance decision-making, and unlock new opportunities across industries. Whether you need advanced analytics, intelligent automation, or cutting-edge computer vision, our expert team is here to deliver. In the past 30 years, no technology has promised to revolutionize business like AI. Today, AI stands as the top catalyst for business transformation, with data readiness being a critical factor for its success. --> Explore the ELEVATE Framework Our AI/ML Services Generative AI --> Generative AI Data Augmentation: Use generative models to create synthetic data for training purposes, enhancing the robustness and accuracy of your AI models. Personalization Engines: Deliver highly personalized experiences to your customers by generating tailored content and recommendations in real time. Generative AI --> Enterprise-Grade AI-Agents & Virtual Assistants AI-powered chatbots for banking, healthcare, and customer service. Real-time AI-driven customer interactions with LLMs (Large Language Models). Explore More Expert Systems Intelligent Risk Assessment: Leverage AI to evaluate and mitigate risks with precision, ensuring smarter decision-making and enhanced security. Audit and Compliance: Automate and streamline your audit processes, ensuring compliance with regulatory standards through intelligent systems. Fraud Detection: Detect fraudulent activities in real time using sophisticated algorithms that identify anomalies and patterns in data. --> Health Predictions using IoT and Speech Signals: Predict health outcomes by integrating IoT devices-generated data and speech signals, enabling proactive healthcare management. Advanced Analytics Predictive and Prescriptive Analytics: Use advanced algorithms to anticipate future trends and provide actionable insights for optimal decision-making Intelligent Automation: Automate repetitive tasks and optimize processes using AI-driven solutions like process mining and robotic process automation Fraud Detection: Detect fraudulent activities in real time using sophisticated algorithms that identify anomalies and patterns in data. --> --> Explore Advanced Analytics Services Computer Vision From key point matching to semantic segmentation, our computer vision solutions are tailored to your specific needs. We've developed applications like: Object Detection: Identify signatures in scanned documents. Image Alignment: Extract specific information from forms. OCR with Object Detection: Extract information from table images with high accuracy. Natural Language Processing (NLP) NLP is at the core of our AI work. We employ state-of-the-art transformer-based networks to tackle a range of challenges, including: Relation Extraction and Named Entity Recognition: Extract meaningful information from text data using advanced models. Aspect-Based Sentiment Analysis: Analyze customer reviews with precision, using BERT to extract sentiment aspects. Information Extraction with QA Mechanisms: Combine OCR with NLP techniques like named entity recognition and parts of speech tagging to understand complex dependencies and markers Let's connect AI ML CASE STUDIES Know about the major use cases Sales Enablement AI Agent 60% Cut in Training Time: Transforming Sales Enablement with AI 47Billion’s autonomous AI Agent empowers internal sales teams with real-time, compliance-ready training content—speeding up onboarding, ensuring consistent messaging, and eliminating manual effort. Explore More GTM & Lead Management AI Agent 80% Drop in Manual Campaign Effort: How an AI Agent Transformed GTM for a B2B SaaS Company 47Billion’s autonomous AI Agent streamlined lead management, content creation, and marketing-sales alignment—boosting conversions, accelerating responses, and freeing teams for high-value work. Explore More ESG Reporting AI Agent 70% Faster ESG Reporting: How AI Automation Streamlined Global Compliance Across 30+ Regions 47Billion’s Autonomous ESG AI Agent enabled real-time data extraction, compliance monitoring, and reporting—cutting manual effort by 90% and reducing reliance on costly consultants. Explore More Why Choose 47Billion for AI & ML Development? AI-First Approach We integrate the latest AI advancements tailored for industry-specific use cases. Industry-Focused AI Solutions Our AI expertise spans finance, healthcare, retail, manufacturing, and enterprise automation. AI Ethics & Responsible AI We ensure explainable, unbiased, and regulatory-compliant AI solutions. Proven AI Success Delivering impactful AI/ML implementations with a strong track record. Trending topics you need to know about How to Build an Enterprise AI Roadmap: From Strategy to Scalable Systems From PoC to Production: Why Enterprise AI Fails at Scale – And How to Design Systems That Actually Operate What Does an AI Development Engagement Actually Cost? A Transparent Breakdown Reinvent with Data and AI Let’s Connect Building human centered AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Menu Healthcare Financial Services Sustainability Education RESOURCES Menu About Blog Press Release Careers Infographic White Paper Building human centred AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development Our Work | Casestudy | Real-World Solutions by 47Billion Skip to content 47Billion Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Contact Us Home Services Our Work Our Work We act as a seamless extension of your team, delivering innovation across industries. Global Enterprise Transforms ESG With AI Automation AI-Powered Learning and Assessment Platform AI-Powered Sales Simulation Platform for a Leading Investment Firm AI Agent for Intelligent Document Processing (IDP) AI Agent for Automated GTM & Lead Management Digital platform that connects healthcare providers and patients An on-demand transport reservation platform Cloud-based security management platform School transport and management platform Show More Having an Idea? Let’s make it happen! Having an Idea? Let’s make it happen! Contact us today to schedule a free consultation Building human centered AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Menu Healthcare Financial Services Sustainability Education RESOURCES Menu About Blog Press Release Careers Infographic White Paper Building human centred AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Menu Healthcare Financial Services Sustainability Education RESOURCES Menu About Blog Press Release Careers Infographic White Paper © 2026 47Billion. All Rights Reserved. Privacy Policy | Terms & Conditions Healthcare Software Solutions | EHR | Telehealth | 47Billion Skip to content 47Billion Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Contact Us Home Industry Healthcare Custom Healthcare Software Development Services Helping you build a patient-centric digitized Health Ecosystem As a trusted healthcare software development company , 47Billion tackles the industry’s critical challenges through cutting-edge technology, creativity, and agile solutions. By partnering closely with the healthcare ecosystem, we drive innovation and support the shift toward a human-first, sustainable, and digitally empowered healthcare future. HealthTech - Cutting-edge tools for enhanced patient outcomes Providers – Integrated patient engagement, seamless data convergence, and enhanced care Payers – Comprehensive digital transformation for superior customer experience Life Sciences – Innovations driving clinical progress and patient engagement Let's connect Our Healthcare Software Services Patient Experience Solutions Empowering care delivery with intelligent, patient-facing automation. Virtual consultations powered by AI Voice-enabled health assistants AI-driven remote patient monitoring Automated appointment scheduling OPD Management System --> --> Payer/PBM – FQHC Reimbursements --> --> Clinical & Operational Intelligence Driving efficiency, accuracy, and compliance across the healthcare ecosystem. Intelligent risk adjustment & predictive coding. Quality Intelligence (QI) & compliance automation. AI-enhanced data integration & interoperability Predictive patient analytics with machine learning Smart outpatient workflow automation AI-powered reimbursement optimization Healthcare Document Intelligence Our custom healthcare software development tools convert clinical documentation into structured data while ensuring full compliance. AI-based extraction from EHRs, scanned docs, and clinical notes Accurate ICD-10 code detection and mapping Scalable processing: up to 100K documents/day HIPAA, HiTrust, HEDIS, HL7, and FHIR compliant FHIR Secure platform with HIPPA and HiTrust compliance --> Let's connect Healthcare Software Development Case Studies Have a look at how Healthcare has been transformed in recent years Virtual Care Smarter Aging: Personalized Companionship and Daily Support for Seniors 47Billion crafted an intelligent companion app that offers personalized routines, lifestyle tips, and community engagement—empowering elderly users to stay independent, connected, and supported. Explore More Healthcare Networking Bridging the Care Gap: A Seamless Networking Platform for Doctors and Patients We built a secure, personalized portal that streamlines consultations, appointment management, and medical collaboration—creating a unified digital healthcare experience for hospitals and individuals alike. Explore More Health Monitoring Real-Time Infant Health Insights with IoT-Powered Monitoring 47Billion developed a Bluetooth-enabled mobile app that works with wearable IoT devices to track vital signs, analyze data in real-time, and alert caregivers—ensuring safe, proactive care for newborns. Explore More Why Choose 47Billion as Your Healthcare Software Development Company ? Deep tech Expertise in Healthcare AI-First Digital Transformation Next-Gen Interoperability Innovative AI-Powered Accelerators Proven AI-Based Regulatory Compliance Globally delivery of impact at scale. They delivered a high-quality, user-friendly design for a competitive price. Founder, Evolved Technologies --> Healthcare Software Development Insights and AI Thought Leadership How to Build an Enterprise AI Roadmap: From Strategy to Scalable Systems From PoC to Production: Why Enterprise AI Fails at Scale – And How to Design Systems That Actually Operate What Does an AI Development Engagement Actually Cost? A Transparent Breakdown Create a Healthcare ecosystem of limitless possibilities with us Let’s Connect Building human centered AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Menu Healthcare Financial Services Sustainability Education RESOURCES Menu About Blog Press Release Careers Infographic White Paper Building human centred AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Menu Healthcare Financial Services Sustainability Education RESOURCES Menu About Blog Press Release Careers Infographic White Paper © 2026 47Billion. All Rights Reserved. Privacy Policy | Terms & Conditions How to Choose the Right AI Development Company | 47billion Skip to content 47Billion Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Contact Us Blog How to Choose an AI Development Company? 7 Questions That Actually Matter By Amrita Singh Jadoun . Head of Marketing By Amrita Singh Jadoun . Head of Marketing The AI Project That Looked Perfect on Paper Choosing the right AI development company is critical for enterprise AI success —but many organizations get it wrong. The Epic Sepsis Model, developed by Epic Systems, was deployed across 15 U.S. hospitals to predict which patients were at risk of developing sepsis. Sepsis is a life-threatening condition, and early detection is critical for survival. The model was intended to support clinicians by flagging high-risk patients in real time. This is a common challenge seen in AI in healthcare solutions , where real-world clinical workflows often differ from controlled model environments. The AI Failure That Changed Everything Failure: A peer-reviewed study found that the model missed 67% of actual sepsis cases . In addition, it generated a high number of false positives, overwhelming clinicians with alerts that were often inaccurate. As a result, doctors stopped relying on the system, and hospitals questioned its clinical utility. The model’s lack of transparency and poor integration into workflows further eroded trust. Why do AI projects fail in enterprises? AI projects fail not because of poor algorithms, but because they are not integrated into real business workflows. Without proper data pipelines, governance, monitoring, and alignment with business decisions, even accurate models fail to deliver value in production environments. Lesson: This case demonstrates that accuracy metrics in controlled environments do not translate into clinical workflows . AI adoption collapses when systems are not continuously monitored, retrained, and integrated into real-world decision-making. Hospitals learned that deploying AI requires more than building a model – it requires robust data pipelines, governance, explainability, and clinician trust. They treated AI as a standalone model rather than a decision system integrated with market dynamics, risk management, and operational workflows. Without the right partner to guide governance, monitoring, and business alignment, the project collapsed. And this story is not rare. It is happening across healthcare, finance, insurance, manufacturing, and logistics. AI projects rarely fail because of algorithms. They fail because AI was never embedded into how the business actually works. So before you choose an AI development company, you need to understand one thing: You are not hiring a vendor. You are choosing a long-term AI capability partner. And that requires asking the right questions. The Mistake Most Enterprises Make When Choosing an AI Company Most enterprises evaluate AI vendors like they evaluate software vendors: What technology do you use? What models do you build? What is your hourly rate? How fast can you build a PoC? These are the wrong questions. Because AI is not just software. AI changes how decisions are made inside your organization. And that means AI projects involve: Business workflows Data pipelines Model development System integration Change management Governance Monitoring Continuous learning KPI tracking AI is not a feature. AI is a decision system. And the company you choose should know how to build decision systems , not just AI models. What should you look for in an AI development company? Enterprises should look for an AI development company that can build end-to-end decision systems, including data pipelines, workflow integration, governance, and business KPI alignment—not just machine learning models or prototypes. The AI Company Landscape (Why This Decision Is Confusing) When you start searching for an AI development company, many companies will look similar on the surface. But in reality, they operate very differently. 1. AI Tool Integrators These companies: Build chatbots Build copilots Automate workflows Use OpenAI, Claude, and other APIs Move fast They are useful for: Internal productivity tools Knowledge assistants Document search Customer support automation But they usually do not build core enterprise AI decision systems . 2. AI Model Builders These companies: Build machine learning models Focus on accuracy metrics Work on prediction, NLP, computer vision models Usually come from a data science background They are good at building models. But enterprises don’t run on models – they run on systems and workflows . Many model-focused companies struggle with: Integration into enterprise systems Deployment at scale Monitoring and retraining Governance and compliance Business KPI mapping 3. Enterprise AI Partners This is a different category altogether. These companies focus on: AI strategy AI use case identification AI workflow design Data engineering Model development Platform development Deployment and integration Monitoring and retraining Responsible AI and governance Business KPI tracking Most enterprises don’t need an AI vendor. They need an enterprise AI partner who understands technology, business, and domain workflows. This is the first filter you should apply when choosing an AI development company. What is an enterprise AI partner? An enterprise AI partner is a company that delivers end-to-end AI systems, including strategy, data engineering, model development, deployment, governance, and KPI tracking, ensuring AI integrates into real business workflows and delivers measurable outcomes. The 7 Questions That Actually Matter Now let’s get practical. If you are evaluating an AI development company, these are the questions that will actually determine whether your AI initiative succeeds or fails. Q Top Big Data Analytics Company in USA India | 47Billion Skip to content 47Billion Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Contact Us Home Services Big Data Analytics Enterprise Data Analytics & Business Intelligence Solutions Drive decisions with advanced analytics and strategic data architecture Clients Domain we serve Healthcare Finance Sustainability Techstack Data Bricks Apache Airflow Talend Apache Kafka Apache Spark Parquet Google BigQuery Amazon Athena Azure Synapse Analytics Power BI Apache Superset Google Data Studio Book a meeting Today, businesses need to harness data to drive customer loyalty, streamline processes, and fuel innovation. Traditional data analysis methods can't keep up with the demand for big data. At 47Billion, we advocate for a new architectural approach that connects the right people to the right data at the right time, enhancing agility, predictive capabilities, and personalized experiences to exceed business goals. Today, businesses need to harness data to drive customer loyalty, streamline processes, and fuel innovation. Traditional data analysis methods can't keep up with the demand for big data. At 47Billion, we advocate for a new architectural approach that connects the right people to the right data at the right time, enhancing agility, predictive capabilities, and personalized experiences to exceed business goals. Data Analytics & BI Services We Offer Business Analytics Solutions Business analytics empowers you to make confident, data-driven decisions by leveraging real-time insights, advanced forecasting, and BI tools. This versatility enhances profitability and drives outcomes across key metrics. Streamlined Planning and Integration Enterprise-Wide Coordination: Seamlessly accumulate and process all the data across the entire organization Unified Approach: Ensure all departments are aligned with a single, cohesive strategy. Confident Decision-Making Interactive Dashboard: Leverage dynamic dashboards for real-time decision-making. Sophisticated Data Visualization: Utilize advanced tools to transform data into actionable insights AI-Powered Business Intelligence Instant Answers: Ask questions and receive answers to most challenging strategic questions, driven by AI-powered intelligence. Insight Discovery: Discover deep insights with advanced analytics, making smarter decisions faster. AI-Powered Analytics & Predictive Insights AI is essential for accelerating innovation, meeting customer expectations, reducing risk, and driving revenue growth. Our robust analytics platforms automate workflows, reduce errors, and save time for data scientists, analysts, and business leaders Uncover Data Insights Intuitive Interface: Solve business and research problems with ease using drag-and-drop over analytics dashboards. Insightful Analysis: Quickly uncover valuable data insights to drive informed decision-making. End-to-End Data Management Comprehensive Data Lifecycle: Manage data from requirements through retirement, enhancing business agility. Cost Efficiency: Improve operations while reducing costs with streamlined data management processes. Accelerate Decisions with AI Natural-Language Processing: Apply AI-powered document understanding to discover answers and insights faster. Speed Up Processes: Accelerate business decisions and processes with advanced, AI-driven analytics. Lead with AI Intelligence Data Analytics Case Studies Convert your data into insights and drive actions Sales Intelligence Sales and Marketing Analytics Platform which acts as a single source for the Client We engaged with a senior living advisory service with a network of 17000 communities and home care providers to build a scalable analytics and visualization solution. Explore More Customer Retention 3X Player Retention Boost: Real-Time Analytics Transformed Monetization 47Billion enabled a global gaming company to decode player behavior, optimize acquisition, and run targeted campaigns—boosting retention and revenue with predictive insights. Explore More Predictive Analytics 100% Automated Growth Decisions: How AI-Driven Hydroponics Replaces Guesswork Machine learning models predicted optimal recipes for each plant variety, creating a closed-loop control system. Explore More Why Enterprises Choose 47Billion for Data Analytics ? Proven Expertise in Your Industry With extensive experience across [specific industries], we understand the unique data challenges you face. Our tailored solutions are designed to address your specific needs, delivering real, measurable outcomes. Full-Service Data Partner From strategy to execution, we are your full-service partner for all things data. Whether you need a one-off project or ongoing data services, we provide the support you need to succeed. Results-Oriented Approach Our focus is on delivering tangible business value. Every service we offer is designed to drive results, whether it’s increasing efficiency, reducing costs, or boosting revenue. Cutting-Edge Technologies We stay ahead of the curve by leveraging the latest data technologies, including AI, machine learning, and cloud analytics, ensuring that you benefit from the most advanced tools available. Trending topics you need to know about How to Build an Enterprise AI Roadmap: From Strategy to Scalable Systems From PoC to Production: Why Enterprise AI Fails at Scale – And How to Design Systems That Actually Operate What Does an AI Development Engagement Actually Cost? A Transparent Breakdown Don’t Just Collect Data—Envision it with Us Let’s Connect Building human centered AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Menu Healthcare Financial Services Sustai 47Billion Infographics | Visual Tech Insights & Trends Skip to content 47Billion Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Contact Us Home Resources Infographic Infographic ESG Roadmap to Socially Responsible Organization – Infographics Document AI in the Mortgage Industry Data Analytics Journey to Better ROI Application of AI in the Insurance Industry – Infographics 5 Benefits of Automation in Healthcare Industry – Infographics Prescriptive Analytics in Healthcare Infographics Data Analytics in Financial Services – Infographic Trends in Insurance Claim Management – Infographics Broken Window Theory in Data Analytics -Infographics Show More Building human centered AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Menu Healthcare Financial Services Sustainability Education RESOURCES Menu About Blog Press Release Careers Infographic White Paper Building human centred AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Menu Healthcare Financial Services Sustainability Education RESOURCES Menu About Blog Press Release Careers Infographic White Paper © 2026 47Billion. All Rights Reserved. Privacy Policy | Terms & Conditions Terms & Conditions - 47Billion Skip to content 47Billion Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Contact Us PLEASE READ THIS ‘TERMS AND CONDITIONS OF USE’ CAREFULLY. BY USING THIS WEBSITE, YOU AGREE TO COMPLY AND BE BOUND BY ALL OF THE TERMS AND CONDITIONS OF THIS AGREEMENT, WHICH TOGETHER WITH OUR PRIVACY POLICY GOVERN 47BILLION’S RELATIONSHIP WITH YOU IN RELATION TO THIS WEBSITE. 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Building human centered AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Anal Digital platform that connects healthcare providers and patients | Casestudy Skip to content 47Billion Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Contact Us × Download Case Study Use Cases Please provide your business email ID to receive the case study directly in your inbox. (Gmail.com email addresses are not eligible.) --> Name* Email ID* Δ Home Services --> OurWork --> Case Study Digital platform that connects healthcare providers and patients Tech Stack used Angularjs bigquery MongoDB Nodejs Explore More A collaboration of networks, communities, and healthcare systems, cognitive intelligence, and insights function collectively Hospital visits have become difficult due to the present pandemic scenario; instant communication has become a challenge, thus bridging the gap between medical professionals and patients during consultation and treatment is required to streamline. Increasing the involvement of all the participants within the medical and health fraternity has also become important.  47Billion has developed a secure, personalized, and simplified digital platform that connects doctors and patients for one of our clients who brought the idea of a healthcare networking platform. The purpose was to exchange information, and easy consultation and treatment. The platform works effectively when the collaboration of networks, communities, and healthcare systems, cognitive intelligence , and insights function collectively.  Impact –  It helped in streamlining standardized protocols to maintain patient record privacy as per geographical locations. A large number of physicians were able to connect through this platform. The app helped in bringing efficiency to the system; with the help of EHR , as now the healthcare services can be modified as per patient conditions faster. Download your copy to read the details of this success story .  Share this on - Tech Stack used Angularjs bigquery MongoDB Nodejs Explore More Building human centered AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Menu Healthcare Financial Services Sustainability Education RESOURCES Menu About Blog Press Release Careers Infographic White Paper Building human centred AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Menu Healthcare Financial Services Sustainability Education RESOURCES Menu About Blog Press Release Careers Infographic White Paper © 2026 47Billion. All Rights Reserved. Privacy Policy | Terms & Conditions Alternative Credit Intelligence Platform in Lending|47Billion Skip to content 47Billion Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Contact Us Blog Transforming Digital Lending with Alternative Credit Intelligence By Shruti Tamrakar . Product Specialist By Shruti Tamrakar . Product Specialist Financial institutions have relied on traditional credit scoring systems for decades to decide whether someone qualifies for a loan. While these systems work well for borrowers with established credit histories, they fail millions of financially responsible individuals who simply lack formal credit records. This challenge sparked the idea behind a fintech platform designed to rethink how lenders assess borrower risk. By analyzing  real financial behavior rather than just credit history , this platform enables more inclusive lending decisions.  Engineering such a platform required strong fintech architecture, secure financial data integrations, and scalable infrastructure. This is where  we at 47Billion  played a key role in designing the platform’s technology backbone.  This article explores:  The limitations of traditional credit scoring How alternate credit score platform transforms lending decisions The technology powering alternative credit intelligence How we helped build the modern platform The Problem with Traditional Credit Scoring   When banks evaluate loan applications, they typically rely on credit scores such as the  Fair Isaac Corporation  FICO score.  These scores are calculated using factors like:  Credit card repayment history Existing loans Credit utilization Length of credit history Number of new credit inquiries While this system works for many borrowers, it creates a major challenge known as  “credit invisibility.”   Consider a scenario:  Sarah has a stable job, pays rent every month, manages her expenses responsibly, and maintains savings in her bank account. However, she has never taken a loan or owned a credit card.  When she applies for a home loan, the bank’s credit system returns a simple result:  “Insufficient credit history.”   Even though Sarah is financially responsible, the bank cannot measure her risk using traditional metrics.  This problem affects millions of people worldwide, particularly:  First-time borrowers Young professionals Gig economy workers Individuals without formal credit records The question then becomes:  Is the borrower truly risky, or does the system simply lack the right data?   What is an Alternate Credit Score lending Platform?   The digital lending platform can use  alternative financial data  to evaluate a borrower’s ability to repay loans.  Instead of asking:  “Have you borrowed before?”  The platform asks a more insightful question:  “How do you manage your money?”  The platform analyzes a borrower’s  bank transaction data , including:  Income patterns Monthly expenses Savings behavior Rent payments Cash flow consistency From this data, the platform generates a proprietary risk metric. The risk metric measures a borrower’s  residual income  — the money left after essential expenses.  This helps lenders determine whether a borrower has sufficient disposable income to repay a loan.  For example, if a person earns $4,000 per month and spends $2,500 on expenses, the remaining $1,500 becomes a key indicator of repayment capacity.  By evaluating real financial behavior, the risk score provides a more accurate view of borrower reliability than traditional credit scores alone.  Alternative Credit Scoring: A New Era of Lending   Alternative credit scoring is rapidly transforming the financial industry.  Instead of relying solely on historical borrowing data, modern fintech platforms analyze  behavioral financial signals  such as:  Rent payments Utility bills Subscription payments Bank account balances Spending patterns These signals provide insights into  financial discipline and stability .  In fintech terminology, this process is known as  risk analysis  — the practice of evaluating how likely a borrower is to repay a loan.  By leveraging alternative data sources, lenders can expand access to credit while maintaining responsible risk management.  This approach is especially important in emerging markets and underserved populations where traditional credit infrastructure is limited.  Engineering the Platform   While the US-based fintech platform had a strong product vision, building a scalable and secure fintech platform required robust engineering capabilities.  This is where we contributed by strengthening the platform’s architecture across several critical areas.  1. Secure Bank Integrations   Every bank stores and structures financial data differently.  Some banks use:  Username and password authentication OTP-based login systems Mobile authentication workflows We built integration layers that securely connected the platform to multiple banking systems.  These integrations allowed the platform to:  Verify users securely Connect to bank accounts Retrieve transaction histories Handle authentication workflows Manage error scenarios This created a seamless bridge between  consumers and financial institutions .  2. Financial Data Normalization   Bank transaction data is often messy and inconsistent.  For example, a single expense might appear in various formats:  Numer AI-Powered EdTech Solutions for Modern Learning | 47Billion Skip to content 47Billion Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Contact Us Home Industry Education AI Solutions for Education | Personalized Learning & Smart Operations 7Seers by 47Billion – Bridging Industry and Academia with AI The only AI-driven platform that bridges the skill-gap between Industry and Academia Learn More 47Billion is transforming education through AI-powered EdTech solutions that tackle challenges in student engagement , personalized learning , and operational efficiency. From adaptive learning to predictive analytics and AI-based campus automation , we deliver measurable outcomes for both educational institutions and learners. AI-Powered EdTech Services AI for Personalized Learning & Virtual Mentorship AI-driven Adaptive Learning Paths: AI tailors content to individual student needs, enhancing engagement and comprehension. Intelligent Virtual Mentors: 24/7 AI assistants provide instant support, answering queries and guiding students through complex topics. Real-Time Feedback: Immediate feedback loops to help students understand mistakes and improve continuously. Predictive Analytics & Automated & Assessment Predictive Analytics: AI models forecast student outcomes, enabling proactive interventions for at-risk learners. Automated AI-Based Grading Systems: Streamline grading with AI-driven evaluations, providing immediate and objective feedback. Performance Dashboards: Visual analytics for educators and institution management to monitor progress and identify areas needing attention. Smart Administration & Operations AI-Enhanced Scheduling: Optimize class timetables and resource allocation using intelligent scheduling algorithms. AI-Powered Attendance Tracking: Accurate tracking of student and staff attendance, reducing manual errors. Resource Management: AI assists in efficient management of facilities like hostels and cafeterias, improving operational workflows. Let's connect CASE STUDIES Have a look at how Healthcare has been transformed in recent years Healthcare Industry Digital Platform That Connects Healthcare Providers and Patients We developed a seamless digital healthcare platform for a healthtech company, enabling efficient patient-provider interactions, appointment scheduling, and telehealth services—enhancing accessibility and patient engagement. View Case Study Why Educational Institutions Choose 47Billion Tailored Solutions Our services are designed with the unique needs of educational institutions in mind, ensuring that our technology aligns with your goals. Innovative Technology We leverage the latest advancements in technology to create intuitive and impactful solutions for the education sector. Proven Expertise With a track record of successful projects, we are trusted by educational institutions to deliver high-quality EdTech solutions. Collaborative Approach We work closely with educators and administrators to understand their challenges and provide solutions that make a real difference. --> They delivered a high-quality, user-friendly design for a competitive price. Founder, Evolved Technologies --> Trending topics you need to know about How to Build an Enterprise AI Roadmap: From Strategy to Scalable Systems From PoC to Production: Why Enterprise AI Fails at Scale – And How to Design Systems That Actually Operate What Does an AI Development Engagement Actually Cost? A Transparent Breakdown Having an idea to revolutionize the education system Book a Demo to 7Seers Let’s Discuss about it Building human centered AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Menu Healthcare Financial Services Sustainability Education RESOURCES Menu About Blog Press Release Careers Infographic White Paper Building human centred AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Menu Healthcare Financial Services Sustainability Education RESOURCES Menu About Blog Press Release Careers Infographic White Paper © 2026 47Billion. All Rights Reserved. Privacy Policy | Terms & Conditions End-to-End Product Development Services | 47Billion Skip to content 47Billion Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Contact Us Home Services Product Development End-to-End Digital Product Development Solutions Taking Your Ideas from Conception to Market Transform your ideas into scalable, market-ready solutions with 47Billion’s custom product development services . From MVP development to enterprise UX design and agile engineering , we help startups and enterprises bring digital products to life. Our team combines strategic insight, user-centric design, and emerging tech to ensure a smooth journey from concept to launch. Let's connect Our Product Development Capabilities Discovery Concept MVP Design Sprint/Virtual Design Sprint Concept Development: We begin by understanding your business goals, target audience, and market landscape to craft a compelling product concept—guided by strategic product roadmap planning . Minimum Viable Product (MVP): Our MVP development services help startups and enterprises validate ideas quickly by building functional prototypes with essential features. Design Sprint/Virtual Design Sprint: We accelerate validation using agile product validation methods to prototype, test, and refine ideas—reducing time-to-market. User Experience & Design Wireframe Prototype Design Wireframe: Our enterprise UX design process defines the structure and interactions, ensuring a seamless product foundation. Prototype: Our interactive product prototypes bring your ideas to life, allowing you to experience and refine user interactions before full-scale development. Design: Our team delivers intuitive UI/UX for enterprise apps , aligning with your brand while enhancing engagement and usability. Explore more Development Development Testing Launch Development: We build scalable, robust solutions using custom product engineering practices and cloud-native architecture. Testing: Through automated testing frameworks , we ensure your product meets the highest performance and quality standards across devices. Launch: Our DevOps-enabled go-to-market support ensures seamless deployment and continuous delivery for long-term success. Let's connect Product Development Case Studies Read the stories of Ideas to Reality End-to-end Product Development Unifying Wellness: One Platform for Fitness, Health & Beauty at Scale Subheading 47Billion designed a versatile, CMS-enabled platform that empowered a wellness brand to deliver rich content, personalized experiences, and seamless services across devices—with the power to grow as fast as their users do. Explore More End-to-end Product Development Connecting Care: A Seamless Patient-Provider Platform for the Digital Age We crafted an end-to-end healthcare platform that unified appointment booking, teleconsultations, and patient engagement—transforming user experience in the healthtech ecosystem. Explore More End-to-end Product Development Total Visibility, Zero Chaos: UX for Multi-cloud Monitoring and Compliance 47Billion designed a robust cloud governance interface that simplifies asset tracking, subscription management, and automated compliance reporting—empowering IT teams to act faster and smarter. Explore More Why Clients Choose 47Billion for Product Development? Holistic Approach We offer a comprehensive suite of services that cover every aspect of product development, ensuring cohesion and efficiency. Team of Experts Our team of seasoned professionals brings a wealth of experience in design, development, and user experience to every project. Adaptive We leverage the latest technologies and methodologies to create cutting-edge solutions that meet the demands of today’s market. Client-Centric We prioritize your goals and vision, working closely with you to tailor our approach and deliver results that exceed expectations. Trending topics you need to know about How to Build an Enterprise AI Roadmap: From Strategy to Scalable Systems From PoC to Production: Why Enterprise AI Fails at Scale – And How to Design Systems That Actually Operate What Does an AI Development Engagement Actually Cost? A Transparent Breakdown Having an Idea? Let’s make it happen! Discuss Your Idea Building human centered AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Menu Healthcare Financial Services Sustainability Education RESOURCES Menu About Blog Press Release Careers Infographic White Paper Building human centred AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Menu Healthcare Financial Services Sustainability Education RESOURCES Menu About Blog Press Release Careers Infographic White Paper © 2026 47Billion. All Rights Reserved. Privacy Policy | Terms & Conditions Financial Software Development Services | Credit Risk | Document Understanding 47Billion Skip to content 47Billion Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Contact Us Home Industry Financial Custom Financial Software Development Services Helping you derive Measurable Value with AI-driven Financial Software Solutions. Financial services drive economic growth and stability. Our AI-powered solutions help institutions modernize operations, elevate customer experiences, and strengthen risk management strategies. With deep expertise in wealth management, banking, insurance, mortgage, and capital markets, we deliver intelligent, scalable solutions tailored to your needs. From AI-driven analytics and predictive modeling to automated digital transformation, we enable financial institutions to stay ahead in a dynamic market. Harness AI and intelligent agents to build the future of finance—efficient, secure, and hyper-personalized. Insurance: AI-Enabled Risk Intelligence & Claims Optimization Banking: Intelligent, Adaptive, and Secure Banking Mortgage: AI-Powered Home Financing Let's connect Our Services AI-Powered Financial Solutions AI-Powered Credit Risk Scoring Financial Data Governance Solutions Automated Loan Due Diligence Tools Gen AI-based Financial Models Custom Underwriting Automation Mortgage & Insurance AI Advisors AI-driven Finance Management Solutions Personal Finance Insights AI-Driven Personal Finance Management AI-driven Goals & Retirement Planning Goals & Retirement Planning --> Intelligent Document Processing Computer Vision Classification NLP for Compliance & Document Automation Unstructured to Structured Data services Signature & Area Detection/Verification Underwriting Rules Engine --> AI-agents for Mortgage and Insurance Advisory --> Let's connect Financial Technology Case Studies See how the industry has evolved! Document Understanding Platform 80% Less Manual Effort in Document Processing: How AI Transformed Compliance Workflows for Global Lenders Document Understanding Platform uses computer vision and NLP to auto-classify forms, extract structured data, and convert files to MISMO-compliant SMARTDocs—achieving 95%+ accuracy and saving thousands of work hours. Explore More Personal Finance Management Platform 3x Better Financial Insights: How a Smart Money Platform Drove Personalized Savings at Scale By powering a Personal Finance Management app with intelligent categorization and offer-matching, 47Billion helped users understand their spending and boost monthly savings—improving retention by 40% across all cohorts. Explore More AI-based Property Valuation 15% More Accurate Appraisals: How AI Image Analysis Redefined Property Valuation 47Billion’s AI-powered solution evaluated home images, assigned luxury scores, and integrated location intelligence to provide instant, surveyor-grade appraisals—cutting delays and increasing valuation precision. Explore More Why Financial Clients Choose Us? Streamlined Development Accelerate product development by optimizing underwriting, billing, and other core processes. Enhanced Data Accuracy Lower costs by improving data accuracy and reducing manual, time-consuming tasks. Automated Workflow Increase efficiency by automating workflows and integrating advanced technologies like AI and generative AI. Thought leadership in Financial Services and technology How to Build an Enterprise AI Roadmap: From Strategy to Scalable Systems From PoC to Production: Why Enterprise AI Fails at Scale – And How to Design Systems That Actually Operate What Does an AI Development Engagement Actually Cost? A Transparent Breakdown Future-proof Your Financial Workflows Let’s Connect Building human centered AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Menu Healthcare Financial Services Sustainability Education RESOURCES Menu About Blog Press Release Careers Infographic White Paper Building human centred AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Menu Healthcare Financial Services Sustainability Education RESOURCES Menu About Blog Press Release Careers Infographic White Paper © 2026 47Billion. All Rights Reserved. Privacy Policy | Terms & Conditions About 47Billion | Enterprise AI & Product Development Experts Skip to content 47Billion Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Contact Us Home Industry --> About us About 47Billion – AI, Data, and Product Engineering Experts We're a team of experienced strategists, designers, and developers working closely on all stages of your product journey – from conception to delivery. Innovate and Grow Together We believe in aligning the success of our people with our customers’ success. A win-win scenario Our Story: Innovation from Day One In the world of tech, stories of risks and adventures often spark the most extraordinary journeys. The tale of 47Billion resembles this. An organization born from the vision of a college dropout whom we identify today as Amol Vaidya, CEO, 47Billion, who was driven by the desire to reshape the tech landscape and began a venture from a garage with 2 people. Named after the 46.7 billion light years of the observable universe, the company symbolizes a vast, forward-looking ambition. Vision: Human-First, AI-Driven With a vision of “Human-first, AI-driven Innovation,” 47Billion has delivered impactful solutions across various industries. Notably, their Cisco CEExpress Router, featuring a user-friendly admin interface, became Asia’s top seller by cutting costs and enhancing efficiency. Today, 47Billion, renowned for its expertise in AI, User Experience, Data Analytics, and product development, partners with leading brands and invests in individuals’ growth Amol Vaidya Founder & CEO With 2.5 decade of experience, he solves real-world problems and drives business goals. An HFI-Certified Usability Analyst, he has held roles like UX Architect, Strategist, Information Architect, and Creative Director. His expertise spans UX Architecture, Strategy, Information Architecture, Branding, and Operations. Rajeev Dixit Founder & CTO An entrepreneur, doer, and passionate learner, he helps startups turn ideas into market-ready products. His expertise includes Ideation, Product Management, UX, Agile Teams, Development, Scalability, CI/CD, Open Source, Big Data, and AI/ML. Recognition's 10+ years of serving and 200+ happy clients Don't let important data go unnoticed! Contact us today to schedule a free consultation Building human centered AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Menu Healthcare Financial Services Sustainability Education RESOURCES Menu About Blog Press Release Careers Infographic White Paper Building human centred AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Menu Healthcare Financial Services Sustainability Education RESOURCES Menu About Blog Press Release Careers Infographic White Paper © 2026 47Billion. All Rights Reserved. Privacy Policy | Terms & Conditions Beyond Prompt-and-Pray: Building a Production-Grade AI Question Generation Pipeline Skip to content 47Billion Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Contact Us Blog Beyond Prompt-and-Pray: Building a Production-Grade AI Question Generation Pipeline By Amala Sebestian . Associate Software Engineer , Kamalpreet Singh . Tech Lead By Amala Sebestian . Associate Software Engineer Kamalpreet Singh . Tech Lead The Problem Nobody Talks About in EdTech   Every EdTech platform eventually hits the same wall: content at scale is hard.  You can build an elegant platform, nail the UX, get universities onboarded – and then stall because the question bank is thin, repetitive, or factually unreliable. Coursera outsources to faculty networks. Udemy crowdsources from instructors. Most platforms either spend years curating content manually or quietly rely on the same shortcut: ask an LLM to generate questions and hope for the best.  We tried that. It does not hold up at production scale.  This post walks through what we actually built at 47Billion – an AI-assisted content generation pipeline for an education-to-employment platform – covering the problems we hit, the architectural decisions we made, and where we landed.  Why Naive LLM Prompting Fails at Scale ? The instinct is understandable: give an LLM a topic, ask for 20 questions, write them to a database. It works for a demo. It falls apart fast when you run it across thousands of topics with multiple publishers.  Hallucination and outdated facts  are the most visible failure. LLMs generate questions confidently even when the underlying facts are stale or wrong. Interviews with professors confirms that they are very hesitant and consider hallucination as primary challenge with LLM adoption in education – static internal knowledge and hallucination make models unreliable for assessment content without grounding in current sources.  No grounding in source material  is the deeper issue. A free-running LLM ignores a publisher’s specific syllabus and generates from parametric memory – knowledge baked in at training time. For professional certification or interview prep content, the gap between what the model learned in 2023 and what a candidate will be tested on in 2025 is exactly where it fails.  Duplication  compounds this. Ask an LLM for questions on “REST APIs” across ten sessions and you get variations of the same five concepts. At scale, the question bank becomes a shallow pool that students recognize after their second practice session.  We needed a pipeline that was grounded, structured, and deduplication-aware from the start.  Pipeline Architecture: The High-Level View   The pipeline has five stages, each targeting a specific failure mode:  Topic / Syllabus Input          ↓  Web Search + Content Scraping          ↓  Noise Reduction + Chunking + Summarization          ↓  Semantic Clustering via LLM Agent          ↓  Typed Question Generation + Deduplication  Stage 1: Grounding in Source Content   Instead of generating from memory, the pipeline starts with retrieval. When a publisher enters a topic -say, “JWT Authentication” – the system searches the web, pulls the top relevant links, and scrapes content from each page. The LLM is never asked to generate anything until real, current source material is in hand.  This is the core principle behind Retrieval-Augmented Generation (RAG): augment generation with retrieved external knowledge rather than relying solely on what the model learned during training. For private use cases – universities with proprietary archives, enterprises with documentation behind firewalls – publishers can upload documents directly. The same downstream pipeline applies to both paths.  Stage 2: Noise Reduction and Structured Chunking   Raw scraped HTML is not usable. A typical web page is 60–70% noise: navigation menus, cookie banners, sidebar ads, footer links. Fed directly to an LLM, it treats a footer link to “10 Best JavaScript Frameworks of 2019” as content equal to the actual article.  We added a readability extraction layer – implementing Mozilla’s Readability algorithm, the same logic behind Firefox’s reader view – which strips noise while preserving the article’s actual structure: headings, paragraphs, code blocks, in the order the author wrote them. Structure matters as much as noise removal, because it tells the LLM what is primary content versus incidental detail.  Content from multiple URLs on a complex topic can easily run to 50,000+ words. We chunk it into segments of roughly 500–800 tokens, then generate a one-to-two sentence summary per chunk. The chunk preserves specific facts; the summary provides a navigable index. All chunks across all sources for a topic are merged into a single structured corpus – a topic-specific book assembled from multiple authoritative references.  Stage 3: LLM-Assisted Semantic Clustering   This is the most architecturally interesting stage – and where purely algorithmic approaches failed us.  The problem: chunks that are semantically identical do not always register as similar to a cosine similarity function. “JWT tokens expire after 1 hour by default” and “The default JWT expiration is set to 60 minutes From PoC to Production: Why Enterprise AI Fails at Scale - And How to Design Systems That Actually Operate Skip to content 47Billion Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Contact Us Blog From PoC to Production: Why Enterprise AI Fails at Scale – And How to Design Systems That Actually Operate By Amrita Singh Jadoun . Head of Marketing By Amrita Singh Jadoun . Head of Marketing In 2023, a Fortune 100 healthcare company celebrated what seemed like a breakthrough: an AI model that predicted hospital readmissions with 94% accuracy in a pilot environment. Executives congratulated the team. The vendor showcased the PoC in a conference keynote. The model was hailed as “production-ready.” Six months later, it was quietly shelved. Not because the model failed. Because everything around the model failed: Nurses weren’t sure where the AI output fit into their workflow The EHR integration never reached stability Compliance teams couldn’t audit the decisions IT couldn’t guarantee uptime No one owned retraining Stakeholders disagreed on how to use the predictions The model worked. The system didn’t. This story isn’t an exception. It’s the norm. A 2024 Gartner analysis reported that only 11% of enterprise AI prototypes ever reach full production . McKinsey found that 60% of AI projects fail not because of model performance, but because of workflow misalignment and governance gaps . And in regulated industries, over 70% of AI pilots are never operationalized . Yet enterprises keep asking: “Why does our AI struggle to scale?” The answer is uncomfortable but consistent across sectors: Because AI is built as a capability , but expected to behave like an operational system . Enterprises run successful PoCs and then try to push them into production without redesigning the workflows, decisions, data pipelines, platforms, teams, and governance required to operate them. Because AI is treated like software – when in reality, AI is an ecosystem . The problem isn’t that your AI doesn’t work. It’s that your enterprise isn’t architected for it to live. What follows in this blog goes deeper than the usual advice – deeper than “lack of data,” “low adoption,” or “poor MLOps.” This is a look at the real structural reasons why AI dies between PoC and production, and how enterprises that win with AI approach the problem very differently. The Capability to Operability Gap A PoC demonstrates capability. Production demands operability. PoC environment curated datasets sandbox systems isolated UX limited stakeholders no compliance constraints Production environment complex, messy, real-time data multi-system orchestration edge-case-heavy workflows regulatory + audit requirements multiple user groups, roles, permissions cross-departmental dependencies continuous monitoring, retraining, versioning This is where most AI initiatives collapse: The model works. The ecosystem around it doesn’t. Enterprises treat AI like a feature. But production AI is a system – one that must be designed, operated, governed, and iterated across the entire business. 5 Reasons Enterprise AI Fails to Scale These are not the generic “lack of data” or “low adoption” explanations. These are the root causes seen repeatedly in US healthcare, financial services, and enterprise SaaS ecosystems. 1. AI Is Treated as a Project, Not an Operating Layer Executives approve “AI use cases.” Teams build PoCs. Vendors produce demos. But production AI is not a feature. It is: a workflow engine a decision layer a system component an architectural capability When AI is bolted on instead of baked in: it stays isolated usage remains optional business impact stays negligible Insight: AI doesn’t scale unless it participates in – and eventually transforms – the way work actually happens. 2. There Is No Transformation Layer AI changes the nature of decisions, but enterprises rarely redesign the surrounding processes. Typical pattern: AI is introduced Workflows remain manual Teams override AI outcomes Adoption drops AI becomes a reporting tool instead of a decision engine This is where transformation consulting becomes essential. Without re-architecting decision workflows, AI becomes an accessory, not an engine . 3. Platforms Are an Afterthought Most PoCs are model-centric: build model tune model show dashboard Production is platform-centric: orchestration pipelines agents integration compliance governance observability versioning Enterprises underestimate how much infrastructure is required for an AI system to operate . The lack of a platform layer creates: fragile integrations inconsistent outcomes untraceable decisions ungoverned pipelines inability to scale across departments When there is no platform, all you get are use cases – not systems. 4. Domain Complexity Is Ignored Until It’s Too Late Especially in healthcare and financial services, AI must be: explainable auditable compliant role-based risk-managed Most teams start with: the model the dataset the architecture They should start with: the regulatory constraints the operational decision flow the failure modes the risk controls Without domain grounding, AI breaks at the point of real-world friction – either technically or organizationally. 5. Enterprises Optimize for Fast PoCs, Not Scalable Systems Fast PoCs validate capability but create a trap: shortcuts taken integrations skipped no data strategy no governance design no change management no performance SLAs This leads to: rebuild cycles integration rework multi-year delays inconsistent performance A fast PoC often results in a slow, expensive, painful journey to production . Speed without structure is fake speed. The 47Billion Approach: Architecting AI as a Production System from Day One At 47Billion, we flip the conventional approach: Not “ How to Build an Enterprise AI Roadmap: From Strategy to Scalable Systems Skip to content 47Billion Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Contact Us Blog How to Build an Enterprise AI Roadmap: From Strategy to Scalable Systems Most Enterprises Are Not Struggling With AI implementation They’re Struggling With Structure If you’re leading AI initiatives in a US enterprise , the challenge is rarely a lack of: ideas tools models In fact, recent research shows the opposite. According to MIT’s State of AI in Business 2025 , enterprises have invested $30–40 billion globally in AI initiatives, yet only ~5% of enterprise AI pilots reach production with measurable P&L impact. The challenge isn’t capability. The challenge is this: How do you turn fragmented AI efforts into a scalable, enterprise capability? What most organizations experience instead is: dozens of AI PoCs isolated copilots and models disconnected data and workflows unclear ownership and accountability Over time, this creates: complexity instead of clarity effort instead of outcomes AI doesn’t fail because it can’t work. It fails because enterprises are not structured to run it at scale. The 47Billion Perspective: AI Roadmaps Don’t Fail – They Were Never Designed as Systems Most enterprise AI roadmaps are built as: a series of initiatives a portfolio of experiments a pipeline of use cases But enterprise AI does not scale as a collection of projects . At 47Billion, an AI roadmap is not treated as a plan. It is treated as a system design problem – where AI must align with: how decisions are made how workflows operate how platforms integrate how governance and trust are enforced This requires a shift from: AI adoption to AI‑native operation From AI Initiatives to AI‑Native Systems Most enterprises follow a familiar trajectory: Experiments – isolated pilots and PoCs Capabilities – models, copilots, task automation Integration – AI embedded into some workflows AI‑Native Systems – AI powers core decision‑making MIT research shows that ~95% of organizations stall between stages 1 and 2 , despite high employee‑level AI usage. The difference between organizations that progress and those that stall is not budget. It’s how the roadmap is designed from day one. What Is an AI‑Native Enterprise? An AI‑native enterprise is not one that uses AI extensively. It is one where: core business decisions are designed assuming AI participation workflows accept AI‑driven actions , not just insights learning, monitoring, and governance are built into systems teams operate with AI as part of the operating model In AI‑native organizations, AI is not a feature layer- it is part of the operating fabric . Rethinking the Enterprise AI Roadmap A scalable enterprise AI roadmap must answer four fundamental questions . 1. What Decisions Should AI Influence? The wrong question is: “Where can we use AI?” The right question is: “Where do decision latency, risk, or inefficiency materially impact outcomes?” This reframes AI from: automation tool → decision system MIT and McKinsey research consistently shows that AI delivers the highest ROI when tied to decisions with clear ownership and economic consequences, not generic task automation. 2. Where Do These Decisions Live in Workflows? AI cannot operate outside real enterprise workflows. Enterprise deployments that rely on: standalone dashboards optional tools parallel processes see rapid adoption decay. By contrast, AI embedded directly into: underwriting systems EHR platforms CRM and ERP workflows drives sustained usage and trust. Deloitte reports that only 34% of enterprises have redesigned their core processes around AI , even as access to AI tools grows rapidly. 3. What Platform Enables This at Scale? This is where most AI roadmaps break. AI at scale requires: reusable data pipelines orchestration and integration layers observability and monitoring security and governance by default Without a platform foundation: every use case becomes a rebuild integration becomes the bottleneck costs rise non‑linearly IDC and Gartner‑backed studies show that over 60% of AI projects fail before production due to integration, governance, and operational readiness gaps – model performance . 4. How Does AI Evolve Over Time? AI is not static. Production AI degrades without feedback . Research on model drift shows: over 90% of production ML models experience performance degradation over time drift can materially impact decisions within weeks or months if unmonitored. Sustainable AI requires: continuous learning pipelines outcome‑based feedback loops automated monitoring and governance Without evolution, AI loses trust. And untrusted AI gets bypassed. The Hidden Enterprise Signals That Determine AI Scalability Across large enterprises, AI success correlates less with model accuracy and more with three structural signals: 1. Decision Ownership Clarity No owner – no authority – no scale 2. Workflow Coupling Strength Embedded systems outlast optional tools 3. Feedback Latency The faster outcomes inform models, the faster value compounds Enterprises that design for these signals early are far more likely to move beyond pilots. Common Enterprise AI Failure Modes Most AI initiatives fail in predictable ways: The PoC Trap Insight exists, but AI cannot act Root cause: no workflow authority The Integration Bottleneck Scaling requires rewrites Root cause: missing platform abstraction The Trust Erosion Cycle Users ignore recommendations Root cause: no explainability or monitoring These are not execution failures. They are design failures . The 47Billion Approach: Designing AI Roadmaps as Enterprise Systems At 47Billion, AI roadmaps are built across four integrated pillars. 1. AI Transformation Consultancy Aligning AI wi Sales & marketing analytics for senior living advisory services organization | Casestudy Skip to content 47Billion Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Contact Us × Download Case Study Use Cases Please provide your business email ID to receive the case study directly in your inbox. (Gmail.com email addresses are not eligible.) --> Name* Email ID* Δ Home Services --> OurWork --> Case Study Sales & marketing analytics for senior living advisory services organization Tech Stack used Delta Lake Fivetran Power BI Explore More We engaged with a senior living advisory service with a network of 17000 communities and home care providers. They needed a scalable analytics and visualization solution to understand their sales and marketing activities and tactics.   47Billion worked collaboratively with their team to understand their challenges regarding the technology stack, efficient analytics process, and primary KPIs to be considered. It helped build a scalable analytics and visualization solution. The solution helped the client in the following ways –   It became the single source of truth for a 360-degree view of the customer journey.  The real-time reports helped in informed decisions.  Marketing experts could now allocate optimal ad-spend budgets.   Future sales predictions can be made based on real-time updated data.    Download the complete success story here. Share this on - Tech Stack used Delta Lake Fivetran Power BI Explore More Building human centered AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Menu Healthcare Financial Services Sustainability Education RESOURCES Menu About Blog Press Release Careers Infographic White Paper Building human centred AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Menu Healthcare Financial Services Sustainability Education RESOURCES Menu About Blog Press Release Careers Infographic White Paper © 2026 47Billion. All Rights Reserved. Privacy Policy | Terms & Conditions ISP Billing System Redefined | Casestudy Skip to content 47Billion Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Contact Us × Download Case Study Use Cases Please provide your business email ID to receive the case study directly in your inbox. (Gmail.com email addresses are not eligible.) --> Name* Email ID* Δ Home Services --> OurWork --> Automation ISP Billing System Redefined Tech Stack used Node React 16 UXUI Explore More A scalable, extensible web-based, cloud-hosted platform for WISP billing Wireless ISPs require automation technology to streamline their billing and control their operations for rapid growth. Thus, one of our clients came up with the idea of innovating their desktop billing application with a paradigm shift in the sense of accessibility and user experience. Working collaboratively with the client we delivered a scalable, extensible, web-based, cloud-hosted platform for billing with an enhanced and consistent  user interface  using an agile methodology with iterative deployments. This automation portal ensures – 100% Satisfaction 100% Uptime Up to 92% customer retention Reduced maintenance costs Download your copy to read the details of this success story Share this on - Tech Stack used Node React 16 UXUI Explore More Building human centered AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Menu Healthcare Financial Services Sustainability Education RESOURCES Menu About Blog Press Release Careers Infographic White Paper Building human centred AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Menu Healthcare Financial Services Sustainability Education RESOURCES Menu About Blog Press Release Careers Infographic White Paper © 2026 47Billion. All Rights Reserved. Privacy Policy | Terms & Conditions Human-Centric UX UI Development Company | 47Billion Skip to content 47Billion Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Contact Us Home Services User Experience & Design User Experience Design Building emotionally intelligent digital interfaces that customers love We design emotion-driven, conversion-focused experiences that boost retention and ROI. Blending human-centered design with modern tech, we craft intuitive interfaces that turn complex challenges into growth opportunities. Book your free session for heuristic evaluation Book your free session View our work Drive Purpose Our team excels in crafting and representing digital brand identities across channels and provide strategic guidance to ensure consistency and alignment with your overall brand. Create Unique Stories At 47Billion, we believe everyone deserves an exceptional user experience, whether at work or in their free time. We craft memorable enterprise and consumer products and provide comprehensive design systems for seamless product iteration. Our Work View Case Study Build Scalable Products Our designers and developers work together to create products that offer exceptional user experiences and functionality. We focus on ensuring accessibility, and maximizing performance. Technology Consulting Architecture Planning Mobile App Development Frontend Web Development Backend Development & API Integration Emerging Tech (AI, AR/VR, Wearables, Web3) Explore More Build Scalable Products Our designers and developers work together to create products that offer exceptional user experiences and functionality. We focus on ensuring accessibility, and maximizing performance. Technology Consulting Architecture Planning Mobile App Development Frontend Web Development Backend Development & API Integration Emerging Tech (AI, AR/VR, Wearables, Web3) Explore More CASE STUDIES A Good Design Tells its Own Story End-to-end Product Development 98% Customer Retention Achieved with a Conversion-First Billing Experience 47Billion redesigned a wireless provider’s billing platform to be intuitive, responsive, and frictionless—streamlining billing operations and turning payment touchpoints into loyalty drivers. View Case Study End-to-end Product Development Connecting Care: A Seamless Patient-Provider Platform for the Digital Age We crafted an end-to-end healthcare platform that unified appointment booking, teleconsultations, and patient engagement—transforming user experience in the healthtech ecosystem. View Case Study End-to-end Product Development Total Visibility, Zero Chaos: UX for Multi-cloud Monitoring and Compliance 47Billion designed a robust cloud governance interface that simplifies asset tracking, subscription management, and automated compliance reporting—empowering IT teams to act faster and smarter. View Case Study Why Choose us? 100% Focus on your objectives User-centric approach World-class designs End-to-End Partnership Increased Clients' ROI with every design delivered Global presence and delivery excellence --> Trending topics you need to know about How to Build an Enterprise AI Roadmap: From Strategy to Scalable Systems From PoC to Production: Why Enterprise AI Fails at Scale – And How to Design Systems That Actually Operate What Does an AI Development Engagement Actually Cost? A Transparent Breakdown Ready to transform the way you see digital interfaces? Let’s talk, the first consultation is free Connect with Us Building human centered AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Menu Healthcare Financial Services Sustainability Education RESOURCES Menu About Blog Press Release Careers Infographic White Paper Building human centred AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Menu Healthcare Financial Services Sustainability Education RESOURCES Menu About Blog Press Release Careers Infographic White Paper © 2026 47Billion. All Rights Reserved. Privacy Policy | Terms & Conditions 47Billion Press Releases | Latest News, Updates & Announcements Skip to content 47Billion Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Contact Us Home Resources Press Release Press Release Collaborating for a Better Tomorrow: 47Billion Leads Innovation at GITEX 2024 Joining Forces for Innovation: 47Billion Sparks Collaboration at Japan IT Week 2024 Bridging the Gap: GIS, Remote Sensing, & Sustainable Fishing Practices 47Billion is Strengthening its Academia Association with Medicaps University to Upskill the Future Talent 47Billion’s ISP Billing Automation Platform Boosts WISPs’ Customer Retention by 92% through Personalized Experiences Upgraded User Experience Drives Remarkable 2X Revenue Growth for Leading Wellness and Beauty Brand- Rati Beauty Next-Gen Insurance Decision Support: 47Billion introduces the LLM Models enabling Informed Decision Making 47Billion is taking UN Sustainability Goals to the next level of impact IndiaSoft 2023 Turned into a Business Collaboration Platform for 47Billion Show More Building human centered AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Menu Healthcare Financial Services Sustainability Education RESOURCES Menu About Blog Press Release Careers Infographic White Paper Building human centred AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Menu Healthcare Financial Services Sustainability Education RESOURCES Menu About Blog Press Release Careers Infographic White Paper © 2026 47Billion. All Rights Reserved. Privacy Policy | Terms & Conditions Jobs & Career | 47Billion Skip to content 47Billion Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Contact Us Empowering Individuals' Strengths Experience the people-driven culture Join Us Voices of Innovation Witness the journeys, that showcase the dynamic work culture, growth opportunities, and passion Pavan Shinde Technical Lead “Working at 47Billion for over Ten years has been an incredible journey of growth and innovation, thanks to a supportive and inspiring work environment where creativity thrives” Jayshree Pawar Big Data Engineer “Here at 47billion I had the privilege of working as a Data Engineer in a dynamic and innovative environment. I collaborated with a talented team of mentors and colleagues who significantly contributed to my professional growth” Rituja Luthra Project Manager “Over the past five years at 47Billion, I've experienced significant personal and professional growth, transitioning from a Business Analyst to a Project Manager, thanks to the company's nurturing environment” Shubhodeep Sen ML Engineer “At our company, we create a supportive and inclusive environment that promotes learning and growth, helping our team feel empowered and motivated to excel” Ajay Soni UX Lead “I’ve witnessed a dynamic environment where user-centered design and innovation are deeply valued. The collaborative culture continually pushes creative boundaries and drives impactful user experiences” Gagandeep Chawla Tech Lead “I've seen firsthand how the company fosters technical excellence and collaborative innovation. The support for exploring new technologies and the emphasis on team synergy make it a great place for every one of us” Priyanka Shah Tech Lead “I can attest to the company's dedication to technical excellence and innovation. The collaborative work environment and support for exploring new technologies have been pivotal in our team's success” Anurag Rawat BD Manager “I've experienced a culture that champions advanced technology and teamwork. The company’s commitment to innovation and professional growth makes it an exceptional place for professionals” Step Inside 47Billion Get a taste of our workspace, where creativity thrives and collaboration sparks innovation Your Journey Our Commitment Discover what growth opportunities are best fit for you UXD (User Experience Design) Shape user experiences with innovative design and intuitive solutions AI (Artificial Intelligence) Innovate with AI to tackle complex problems and redefine technology Data Analytics Transform data into actionable insights and drive strategic decisions Machine Learning Advance machine learning techniques to create intelligent and automated solutions Product Development Develop and refine products from concept to launch, meeting real-world needs UXD (User Experience Design) Shape user experiences with innovative design and intuitive solutions AI (Artificial Intelligence) Innovate with AI to tackle complex problems and redefine technology Data Analytics Transform data into actionable insights and drive strategic decisions Machine Learning Advance machine learning techniques to create intelligent and automated solutions Product Development Develop and refine products from concept to launch, meeting real-world needs Life @47Billion All work no play is not our style. We believe that time limits are not for work, dedication to work is more important Beyond Business Explore how 47Billion is dedicated to transforming lives through their initiatives, be it through innovative technology or impactful community development Creating a Happy Workforce Thriving in a Healthy Environment Building a Launchpad for Young Minds Nurturing Ideas, Shaping the Future A Contribution for Nature Nurturing Earth's Vitality Empowering People Beyond The Norm At 47Billion, we offer more than just competitive benefits Opportunity to become an entrepreneur Access to 47Billion Innovation Lab Continuous Learning Programs Hybrid work model and workcations Join Our Team Apply Now to Build Future with Us! Join Our Team Apply Now to Build Future with Us! 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Submit Δ Building human centered AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Menu Healthcare Financial Services Sustainability Education RESOURCES Menu About Blog Press Release Careers Infographic White Paper Building human centred AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Menu Healthcare Financial Services Sustainability Education RESOURCES Menu About Blog Press Release Careers Infographic White Paper © 2026 47Billion. All Rights Reserved. Privacy Policy | Terms & Conditions AI Development Cost: What Enterprises Really Pay | 47Billion Skip to content 47Billion Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Contact Us Blog What Does an AI Development Engagement Actually Cost? A Transparent Breakdown You’re Already Paying the Cost – Whether You Realize It or Not   If you’re running an enterprise today in USA , AI is already impacting your business.  The question is not:  “Should we invest in AI?”  The real question is:  What is it costing you to not have AI embedded into your workflows yet?   Because right now, without realizing it, you are paying for:  Delayed decisions   Manual workflows   Missed opportunities   Operational inefficiencies   Unidentified risks   Fragmented systems   challenges that are especially common across  mid-to-large US enterprises operating with legacy systems and complex workflows.   An AI development engagement does not just cost money—it costs time, efficiency, and competitive advantage if not implemented. Enterprises without AI often lose speed, accuracy, and scalability, which directly impacts revenue, operations, and long-term growth. And most importantly:  You’re paying in  lost speed, lost accuracy, and lost competitive advantage .  Across US enterprises – from healthcare providers using AI in healthcare solutions to financial institutions, manufacturing, and education systems – AI is no longer a future investment. To understand how leading enterprises are approaching this shift, it’s important to look at a structured enterprise AI strategy that aligns business goals with scalable AI implementation. What It Actually Costs You Without an AI-Native Approach?   Let’s break this down in terms that matter to your business.  1. It Costs You Speed   Without AI-native systems:  Decisions take hours or days   Teams wait on data   Processes are sequential   With AI embedded:  Decisions happen in real time   Insights are continuously available   Workflows move faster   The cost is not time.  The cost is  how many decisions you are delaying every day .  For many  US enterprise teams , this delay directly impacts customer experience, operational efficiency, and revenue cycles. A Wharton study in 2025 found that enterprises moving from pilots to enterprise‑level AI adoption reported measurable ROI in faster decision cycles, with customer response times reduced by up to 40%.  AI reduces decision latency by enabling real-time insights and automated workflows. Without AI, enterprises face delays in data processing and decision-making, which can significantly impact customer experience and revenue cycles. 2. It Costs You Operational Efficiency   Without AI:  Teams spend time on repetitive tasks   Data is manually processed   Workflows rely on human intervention   With AI-native workflows:  Processes are intelligent and adaptive   Tasks are automated with context   Systems operate continuously   The cost is not manpower.  The cost is  how much of your team’s potential is underutilized . Across US industries, 61% of companies already use AI in at least one process. Large firms (78%) report significant efficiency gains, while SMEs (46%) still struggle with integration costs and governance.  3. It Costs You Accuracy and Risk Control   Without AI:  Errors go unnoticed   Risk signals are missed   Decisions rely on incomplete data   With AI systems:  Anomalies are detected early   Risk is continuously monitored   Decisions are backed by data   The cost is not errors.  The cost is  decisions made without full visibility . In regulated industries across the US, such as healthcare and financial services, this lack of visibility can also introduce  compliance and audit risks .  AI improves accuracy by continuously analyzing data, detecting anomalies, and reducing human error. Without AI, enterprises risk making decisions based on incomplete or delayed information, increasing compliance and operational risks. 4. It Costs You Scalability  Without the right AI foundation:  Every new use case feels like starting from scratch   Systems don’t scale   Integration becomes complex   With AI-native platforms:  Systems are reusable   Workflows scale across departments   Data and models evolve continuously   The cost is not infrastructure.  The cost is  how slowly you can scale innovation .  5 . It Costs You Competitive Advantage   While you are:  experimenting   building PoCs   testing tools   Others are:  embedding AI into workflows   automating decisions   scaling faster   The cost is not technology.  The cost is  falling behind organizations that are already AI-native .  What Changes When You Build an AI-Native Enterprise ? Now flip the perspective.  When AI is implemented the right way, you don’t just “add AI” – you  change how your business operates .  Decisions Become Real-Time   Risk is identified early   Opportunities are surfaced instantly   Actions are triggered automatically   Workflows Become Intelligent   Processes adapt based on data   Systems learn over time &n Contact us | Start Your Project Today Skip to content 47Billion Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. 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All Rights Reserved. Privacy Policy | Terms & Conditions USA Staffing Agency | IT Recruitment Services | 47Billion Skip to content 47Billion Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Contact Us Home Services US Staffing US Staffing Hiring Made Smarter Hire with Assurance Reliable Outcomes: Our approach integrates cutting-edge technology with seasoned expertise, guaranteeing consistent and dependable results with every search. Accelerated Hiring: Harnessing the power of technology and data, we've revolutionized the candidate sourcing and engagement process, reducing the searching time. 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All Rights Reserved. Privacy Policy | Terms & Conditions Deep Learning OCR: Tesseract vs docTR Guide|47Billion Skip to content 47Billion Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Contact Us Blog Deep Learning OCR: Tesseract vs docTR Explained with Real-World Results By Nihal Gurjar . Senior Software Engineer By Nihal Gurjar . Senior Software Engineer Deep learning OCR tools like docTR significantly outperform traditional engines like Tesseract, achieving up to 80–85% accuracy on complex documents. While slower, docTR’s ability to handle noisy layouts and real-world data makes it ideal for modern document processing systems. Introduction Optical Character Recognition (OCR) has long been a cornerstone technology in document processing pipelines. Whether you are dealing with scanned invoices, archival records, filled forms, or photographed pages, the ability to extract machine-readable text from images is fundamental to automating document workflows. For years, Tesseract — the open-source OCR engine originally developed by HP and later maintained by Google — has been the go-to solution for developers worldwide. However, as organizations deal with increasingly complex documents, the limitations of traditional OCR approaches have become apparent. Enter docTR (Document Text Recognition), a modern deep learning-based OCR library developed by Mindee that brings computer vision and neural networks into the picture. In this article, we explore how docTR works, how it compares with Tesseract, and what the real-world performance numbers look like when applied to a production document processing system.This shift mirrors broader advancements in AI agent memory and NLP systems , where deep learning models are enabling more context-aware and intelligent automation. What is OCR? Optical Character Recognition (OCR) is a technology used to extract text from images, scanned documents, and PDFs. An OCR system detects characters in images and transforms them into digital text that can be modified, searched, and edited. Modern OCR engines work across several stages — from loading documents to identifying text regions, recognizing characters, and producing structured output. However, not all OCR engines handle these stages in the same way, and the architectural differences have a huge impact on accuracy, especially for complex real-world documents. Tesseract OCR: The Traditional Approach Tesseract is an open-source OCR engine that has been widely used due to its ease of use and speed. It follows a classical pipeline for text recognition, built around four primary components: Image Binarization — Converting the image to black and white for cleaner character boundaries Page Layout Understanding — Segmenting the page into blocks, paragraphs, lines, and words using Page Segmentation Models (PSM) Sequence Learning — Using LSTM (Long Short-Term Memory) networks to read an entire line of text as a sequence, rather than individual characters Language Model — Applying statistical language models to refine predictions Tesseract’s Output Format A notable feature of Tesseract is its structured TSV (Tab-Separated Values) output, which provides detailed layout information at multiple levels: blocks, paragraphs, lines, and words — each accompanied by bounding box coordinates. This hierarchical output is extremely useful for rule-based downstream systems that depend on spatial structure. Limitations of Tesseract While Tesseract works well for clean, standard documents, it struggles in several real-world scenarios: Poor performance on complex or distorted document layouts Low accuracy on low-quality or noisy images Limited contextual understanding of the document structure Works only on image-based input — does not natively support digital PDFs Handwriting recognition is very weak Accuracy on production documents with rules-based extraction was observed to be around 40–50% docTR: A Deep Learning-Powered Alternative docTR (Document Text Recognition) is a deep learning-based OCR library developed by Mindee. It leverages computer vision and neural networks for both text detection and text recognition. Unlike Tesseract, docTR is purpose-built to handle complex documents — including scanned PDFs, images, forms, and invoices — with a much higher degree of accuracy. docTR uses a two-stage pipeline architecture: first detecting where text exists in the document, and then recognizing what the text says. This separation of concerns allows each stage to be optimized independently using state-of-the-art deep learning models. Figure 1: docTR’s two-stage OCR pipeline — Detection (DBNet/FAST) followed by Recognition (CRNN/PARSeq) The 8-Component Pipeline of docTR docTR’s architecture consists of eight key components, each responsible for a specific stage of the processing pipeline: 1. Document Loader — Supports input formats including JPEG, JPG, and PDF files 2. Image Preprocessing — Operations including image resizing, pixel normalization, noise reduction, and tensor conversion 3. Text Detection Stage — Identifies the spatial locations of text within a document using bounding boxes, powered by models such as DBNet and LinkNet 4. Text Region Cropping — Extracts isolated text regions from the full image for focused recognition 5. Text Recognition Stage — Reads characters from the cropped text regions using models like CRNN, MASTER, and SAR 6. Sequence Learning — Treats text as a sequence of characters, using RNNs or Transformers to capture context across the text 7. Decoding Layer — Converts model probability outputs into readable text using methods like CTC (Connectionist Temporal Classification) or attention-based decoding 8. Post-Processing — Produces structured output including blocks, lines, and words with their bounding box coordinates. Figure 2: All 8 stages of docTR’s processing pipeline, gro Whitepaper | 47Billion Skip to content 47Billion Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. 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Know More Contact Us Home Resources Whitepaper Whitepaper Interoperability in EHR – Bridging the Gaps in Healthcare Data Exchange | Whitepaper How AI-driven analytics improve Hierarchical Condition Category (HCC) coding accuracy and reimbursement | WhitePaper How AI is Powering Financial Inclusion for the Unbanked | WhitePaper Data Analytics Revolution: A Paradigm Shift in Healthcare Delivery | WhitePaper Show More Building human centered AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Menu Healthcare Financial Services Sustainability Education RESOURCES Menu About Blog Press Release Careers Infographic White Paper Building human centred AI driven solutions California Indore Bengaluru Connect With Us [email protected] SERVICES Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing INDUSTRY Menu Healthcare Financial Services Sustainability Education RESOURCES Menu About Blog Press Release Careers Infographic White Paper © 2026 47Billion. All Rights Reserved. Privacy Policy | Terms & Conditions AI Software Development Company USA | Enterprise AI & ML | 47Billion Skip to content 47Billion Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Our work About Services AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Industries Healthcare Financial Services Sustainability Education Resources Blog Careers Press Release Infographic Whitepaper Contact Us Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Contact Us Home Services AI/ML AI & ML Development and Consulting Services Helping you Lead in the Age of AI Driving business growth and operational efficiency is our primary objective when it comes to our AI/ML capabilities. We solve complex challenges, enhance decision-making, and unlock new opportunities across industries. Whether you need advanced analytics, intelligent automation, or cutting-edge computer vision, our expert team is here to deliver. In the past 30 years, no technology has promised to revolutionize business like AI. Today, AI stands as the top catalyst for business transformation, with data readiness being a critical factor for its success. --> Explore the ELEVATE Framework Our AI/ML Services Generative AI --> Generative AI Data Augmentation: Use generative models to create synthetic data for training purposes, enhancing the robustness and accuracy of your AI models. Personalization Engines: Deliver highly personalized experiences to your customers by generating tailored content and recommendations in real time. Generative AI --> Enterprise-Grade AI-Agents & Virtual Assistants AI-powered chatbots for banking, healthcare, and customer service. Real-time AI-driven customer interactions with LLMs (Large Language Models). Explore More Expert Systems Intelligent Risk Assessment: Leverage AI to evaluate and mitigate risks with precision, ensuring smarter decision-making and enhanced security. 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Advanced Analytics Predictive and Prescriptive Analytics: Use advanced algorithms to anticipate future trends and provide actionable insights for optimal decision-making Intelligent Automation: Automate repetitive tasks and optimize processes using AI-driven solutions like process mining and robotic process automation Fraud Detection: Detect fraudulent activities in real time using sophisticated algorithms that identify anomalies and patterns in data. --> --> Explore Advanced Analytics Services Computer Vision From key point matching to semantic segmentation, our computer vision solutions are tailored to your specific needs. We've developed applications like: Object Detection: Identify signatures in scanned documents. Image Alignment: Extract specific information from forms. OCR with Object Detection: Extract information from table images with high accuracy. Natural Language Processing (NLP) NLP is at the core of our AI work. We employ state-of-the-art transformer-based networks to tackle a range of challenges, including: Relation Extraction and Named Entity Recognition: Extract meaningful information from text data using advanced models. Aspect-Based Sentiment Analysis: Analyze customer reviews with precision, using BERT to extract sentiment aspects. Information Extraction with QA Mechanisms: Combine OCR with NLP techniques like named entity recognition and parts of speech tagging to understand complex dependencies and markers Let's connect AI ML CASE STUDIES Know about the major use cases Sales Enablement AI Agent 60% Cut in Training Time: Transforming Sales Enablement with AI 47Billion’s autonomous AI Agent empowers internal sales teams with real-time, compliance-ready training content—speeding up onboarding, ensuring consistent messaging, and eliminating manual effort. 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Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Services Services Menu AI/ML Data Analytics End-to-End Product Development User Experience & Design US Staffing Elevate Framework Build AI that scales Our ELEVATE framework turns business problems into intelligent, well-designed systems. Explore the ELEVATE Framework Testimonials They delivered a high-quality, user-friendly design for a competitive price. View All Industries Industries Menu Healthcare Financial Services Sustainability Education Case Studies Testimonials Sales and Marketing Analytics Platform which acts as a single source for the Client View All Our Work Resources Resources Menu Blog Careers Press Release Infographic White Paper About 47Billion We’re a team of experienced strategists, designers, and developers, working closely on all stages of your product journey – from conception to delivery. Know More Contact Us Home Resources Blogs Billion Dollar Insights How to Build an Enterprise AI Roadmap: From Strategy to Scalable Systems From PoC to Production: Why Enterprise AI Fails at Scale – And How to Design Systems That