Learn from production AI deployments: patterns, lessons, and reusable approaches.
Case Patterns
Real-world AI implementation patterns drawn from production use cases.
All cases
AI Broadcast Content Automation for a Media Company
Architecture and lessons from automating content metadata generation, highlight detection, and …
AI Chatbot for Customer Service at a Telecom Provider
Architecture and lessons from deploying a production AI chatbot handling 60% of customer service …
AI Claims Processing Automation for an Insurance Company
Architecture and lessons from automating insurance claims intake, assessment, and routing using AI, …
AI Compliance Monitoring for a Financial Institution
Architecture and lessons from deploying AI to monitor communications, transactions, and activities …
AI Document Processing for a Financial Services Firm
Architecture and lessons from building a production document processing pipeline that extracts, …
AI Energy Grid Monitoring for a Utility Company
Architecture and lessons from deploying AI to monitor power grid health, predict outages, and …
AI Environmental Monitoring for a Government Agency
Architecture and lessons from deploying AI to monitor environmental conditions, detect violations, …
AI Fleet Management for a Delivery Logistics Company
Architecture and lessons from deploying AI to optimize fleet operations, including vehicle …
AI Fraud Detection for a Regional Bank
Architecture and lessons from deploying a real-time AI fraud detection system processing 2 million …
AI Medical Records Processing for a Healthcare Network
Architecture and lessons from building an AI system that extracts, normalizes, and routes clinical …
AI Permit Application Digitization for a Government Agency
Architecture and lessons from digitizing and automating the processing of building permit …
AI Real Estate Valuation for a Property Technology Company
Architecture and lessons from building an AI-powered automated valuation model that estimates …
AI Recommendation Engine for an Online Retailer
Architecture and lessons from building a production recommendation system serving personalized …
AI Recruitment Screening for a Large Enterprise HR Department
Architecture and lessons from deploying AI-assisted candidate screening across 500+ open positions …
AI Satellite Image Analysis for a Geospatial Intelligence Firm
Architecture and lessons from building an AI pipeline that processes satellite imagery at scale for …
AI Supply Chain Optimization for a Logistics Company
Architecture and lessons from deploying AI-driven demand forecasting and route optimization across a …
AI Video Processing Pipeline for a National Broadcaster
Architecture and lessons from building a production AI pipeline that processes, indexes, and makes …
AI Warehouse Optimization for a Distribution Company
Architecture and lessons from deploying AI to optimize warehouse layout, picking routes, and labor …
AI-Assisted Legal Document Review for a Law Firm
Architecture and lessons from deploying AI to accelerate document review in litigation, reducing …
AI-Personalized Learning for an Education Technology Platform
Architecture and lessons from building an AI system that personalizes learning paths, content …
Automated Content Generation for a News Agency
How a news agency automated structured report generation from data feeds - producing hundreds of …
Building a Geospatial AI Platform from Public Data
How a team built a geospatial intelligence platform combining satellite imagery, public datasets, …
Insurance Claims Modernization with AI
Architecture and lessons from modernizing an insurance claims processing workflow using AI for …
Multi-Track Audio Analysis for Film Production
Architecture for an AI system that processes multi-track audio from film production, identifying …
Predictive Maintenance AI for a Manufacturing Plant
Architecture and lessons from deploying AI-driven predictive maintenance across 200+ machines in a …
Open source projects