Case Patterns

Real-world AI implementation patterns drawn from production use cases.

25 cases
All cases
A mechanical drum with red circuit trail highlights, representing the automated pipeline that ingests, processes, and routes broadcast content.
AI Broadcast Content Automation for a Media Company Architecture and lessons from automating content metadata generation, highlight detection, and …
broadcast media
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An operator at a circular station with floating screens and red data streams, representing multi-channel customer service monitoring.
AI Chatbot for Customer Service at a Telecom Provider Architecture and lessons from deploying a production AI chatbot handling 60% of customer service …
chatbot customer-service
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An industrial drum with red electric arc bolts, representing automated triggers that fire when a claim condition is met.
AI Claims Processing Automation for an Insurance Company Architecture and lessons from automating insurance claims intake, assessment, and routing using AI, …
claims-processing insurance
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An extreme close-up of an eye with a red neural network traced in the iris, representing AI-powered continuous surveillance of communications and transactions.
AI Compliance Monitoring for a Financial Institution Architecture and lessons from deploying AI to monitor communications, transactions, and activities …
compliance monitoring
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A dark industrial loom with a red wire threading precisely through its constraints, representing structured data extraction from complex documents.
AI Document Processing for a Financial Services Firm Architecture and lessons from building a production document processing pipeline that extracts, …
document-processing financial-services
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Red molten metal pouring from a dark industrial furnace, representing the raw energy output that AI grid monitoring systems must track and balance.
AI Energy Grid Monitoring for a Utility Company Architecture and lessons from deploying AI to monitor power grid health, predict outages, and …
energy grid-monitoring
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An aerial view of a dark circuit board with red circuit trace networks, representing satellite-derived environmental monitoring data processed at scale.
AI Environmental Monitoring for a Government Agency Architecture and lessons from deploying AI to monitor environmental conditions, detect violations, …
environmental-monitoring government
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A dark server room corridor with red-lit rack rows extending into the distance, representing a fleet of vehicles tracked in real time.
AI Fleet Management for a Delivery Logistics Company Architecture and lessons from deploying AI to optimize fleet operations, including vehicle …
fleet-management logistics
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A dark half-lit industrial gateway with a red glowing core, representing the threshold between authorised and unauthorised access.
AI Fraud Detection for a Regional Bank Architecture and lessons from deploying a real-time AI fraud detection system processing 2 million …
fraud-detection banking
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A long dark bank of filing cabinets with one drawer open, glowing amber, representing a selected record retrieved from a large archive.
AI Medical Records Processing for a Healthcare Network Architecture and lessons from building an AI system that extracts, normalizes, and routes clinical …
medical-records healthcare
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A dark corridor framed with neon arches, people walking through, representing the institutional journey of a permit application through a digitised process.
AI Permit Application Digitization for a Government Agency Architecture and lessons from digitizing and automating the processing of building permit …
government permit-processing
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Three executive silhouettes against a city night view, representing the scale of a property market and the decisions that depend on accurate valuation.
AI Real Estate Valuation for a Property Technology Company Architecture and lessons from building an AI-powered automated valuation model that estimates …
real-estate valuation
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A suited executive touching a glass panel as a red node network spreads from the contact point, representing a recommendation engine that activates from a single user signal.
AI Recommendation Engine for an Online Retailer Architecture and lessons from building a production recommendation system serving personalized …
recommendation-engine retail
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A dark boardroom with a team viewing a three-dimensional AI diagram, representing AI-assisted recruitment review and candidate assessment.
AI Recruitment Screening for a Large Enterprise HR Department Architecture and lessons from deploying AI-assisted candidate screening across 500+ open positions …
recruitment hr
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A dark labyrinth viewed from above with a glowing green mechanism at the centre, representing aerial imagery analysed by a model to locate specific patterns.
AI Satellite Image Analysis for a Geospatial Intelligence Firm Architecture and lessons from building an AI pipeline that processes satellite imagery at scale for …
satellite-imagery geospatial
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Industrial components in sequence: gear, lens, camera, radio, control panel, representing each stage in a connected supply chain pipeline.
AI Supply Chain Optimization for a Logistics Company Architecture and lessons from deploying AI-driven demand forecasting and route optimization across a …
supply-chain logistics
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A dark industrial corridor with tall red light columns, representing a video processing pipeline where frames pass through sequential stages.
AI Video Processing Pipeline for a National Broadcaster Architecture and lessons from building a production AI pipeline that processes, indexes, and makes …
media-processing advanced
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A composite of mechanical systems: a textile loom, copper cables, a filing cabinet, and scaffolding, representing the interconnected infrastructure of a warehouse operation.
AI Warehouse Optimization for a Distribution Company Architecture and lessons from deploying AI to optimize warehouse layout, picking routes, and labor …
warehouse optimization
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A split image: a dark stack of documents on the left, a glowing red neon orbital ring on the right, representing the shift from static document review to dynamic AI-assisted analysis.
AI-Assisted Legal Document Review for a Law Firm Architecture and lessons from deploying AI to accelerate document review in litigation, reducing …
legal document-review
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Books arranged radially around a glowing red central sphere, representing a knowledge base from which personalised learning paths radiate to each student.
AI-Personalized Learning for an Education Technology Platform Architecture and lessons from building an AI system that personalizes learning paths, content …
education personalization
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A figure surrounded by red streaming data ribbons in a circular space, representing the continuous flow of news signals that an automated content system must process and publish.
Automated Content Generation for a News Agency How a news agency automated structured report generation from data feeds - producing hundreds of …
ai-ml advanced
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Dark interlocking gears laced with red neural wires, representing the interconnected data layers that a geospatial intelligence platform must integrate and analyse.
Building a Geospatial AI Platform from Public Data How a team built a geospatial intelligence platform combining satellite imagery, public datasets, …
ai-ml advanced
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A split image: dark cables and a purple server rack on the left, bright green modular cubes on the right, representing the architectural shift from legacy insurance systems to modern AI-enabled platforms.
Insurance Claims Modernization with AI Architecture and lessons from modernizing an insurance claims processing workflow using AI for …
ai-ml advanced
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A cylinder projecting red dots in rows on a dark surface, representing audio data converted to structured patterns for automated analysis.
Multi-Track Audio Analysis for Film Production Architecture for an AI system that processes multi-track audio from film production, identifying …
media-processing advanced
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A hand pushing a lever through a mechanical chain, representing human-triggered automation and the moment a predictive signal becomes a maintenance action.
Predictive Maintenance AI for a Manufacturing Plant Architecture and lessons from deploying AI-driven predictive maintenance across 200+ machines in a …
predictive-maintenance manufacturing
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