AI use cases, with the architecture drawn.
Three reference projects from my lecture on AI architectures, each on the layers its constraints required, and an index of 130 industry use cases and case patterns documented on ai-solutions.wiki.
- 3 reference projects
- 130 use cases
- Architecture diagrams
- Sources linked
Three projects, three sets of constraints.
The same question each time: what forces this system onto which layer? The answers differ, and so do the architectures.
An event assistant on Amazon Bedrock AgentCore.
A community assistant that answers questions in a chat channel. A crew of agents runs on AgentCore Runtime[4] with one role per agent; a small model tuned with InstructLab[6] is served through Custom Model Import[5]. Constraint: customisation that one prompt could not deliver, with clear responsibility for every action.
Geospatial planning where half the data stays home.
An anonymised planning tool: people ask in plain language, public geodata is processed in the cloud, and private parcel and owner data is read by an agent inside the organisation. Only facts cross the boundary[9].
An AI video pipeline for conference footage.
Hundreds of raw clips per event turned into finished cuts for several channels with AWS AI and media services and an agent crew for editorial decisions. Storage can stay on existing file shares through FSx for NetApp ONTAP with S3 access points[7][8]. More in my blog post[3]; available as a customer project.
130 use cases, filter by industry.
Every card opens a write-up on ai-solutions.wiki with architecture, AWS services and trade-offs[1]. Case patterns are composite scenarios: their numbers illustrate the pattern and are not client results[2].
Building Enterprise AI Chatbots That Actually Help
Practical guidance for building customer-facing AI chatbots that deliver real value: architecture, knowledge base design, escalation patterns, and quality measurement.
Customer supportAI Knowledge Base Automation for Customer Support
Automated knowledge base creation, maintenance, and optimization using AI to keep support content accurate, comprehensive, and discoverable.
Customer supportAI Quality Monitoring for Customer Support
Automated quality assurance of customer support interactions using AI to evaluate agent performance, compliance, and service quality at scale.
Customer supportAI Self-Service Automation for Customer Support
Intelligent self-service systems using conversational AI, guided resolution flows, and automated actions to resolve customer issues without agent involvement.
Customer supportAI Sentiment Detection for Customer Support
Real-time sentiment analysis of customer interactions across channels to identify escalation risks, measure satisfaction, and guide agent responses.
Customer supportAI Ticket Routing and Classification
Automated support ticket classification, priority assignment, and intelligent routing to the right agent or team based on content analysis and historical patterns.
EducationAI Tutoring Systems - Personalized Study Plans and Feedback Loops
Adaptive AI tutoring that generates personalized study plans, creates targeted practice, delivers structured feedback, and tracks progress to adjust difficulty over time.
EducationAI-Powered Tutoring Systems
Adaptive AI tutoring that provides personalized instruction, real-time feedback, and mastery-based progression for students across subjects and levels.
EducationAI-Powered Automated Grading
Automated assessment scoring for essays, short answers, code submissions, and structured responses using NLP and machine learning.
EducationAI-Driven Curriculum Personalization
Adaptive curriculum systems that tailor learning content, pacing, and pathways to individual student needs using machine learning.
EducationAI Learning Path Optimization
Reinforcement learning and optimization algorithms that design individualized learning sequences to maximize knowledge acquisition and retention.
EducationAI-Enhanced Plagiarism Detection
Advanced plagiarism and AI-generated content detection using semantic analysis, stylometric profiling, and source matching.
EducationAI Student Analytics and Early Warning Systems
Predictive analytics for student success, at-risk identification, engagement monitoring, and intervention recommendations.
EnergyAI Carbon Tracking and Emissions Management
Automated carbon emissions measurement, reporting, and reduction optimization using AI for Scope 1, 2, and 3 emissions tracking across organizations.
EnergyAI Energy Consumption Forecasting
Machine learning models for electricity and gas demand forecasting at grid, regional, and building levels to optimize generation, distribution, and pricing.
EnergyAI for Power Grid Optimization
Load balancing, renewable energy integration, demand forecasting, and smart grid management with AI.
EnergyAI Outage Prediction and Grid Resilience
Predictive analytics for power grid outages using weather data, equipment condition, vegetation analysis, and historical failure patterns.
EnergyAI Predictive Maintenance for Energy Infrastructure
Sensor data analysis, failure prediction, maintenance scheduling, and cost optimization for energy infrastructure operators.
EnergyAI Renewable Energy Optimization
Optimizing renewable energy generation, storage, and grid integration using AI for output forecasting, curtailment reduction, and battery management.
EnergyAI Smart Metering Analytics
Advanced analytics for smart meter data including load profiling, theft detection, demand response optimization, and consumer engagement.
FinanceAI Anti-Money Laundering Detection
Machine learning-based AML systems that reduce false positives, detect complex laundering schemes, and automate suspicious activity investigations.
FinanceAI for Financial Compliance Automation
KYC/AML screening, transaction monitoring, regulatory reporting, and audit trail generation for financial services.
FinanceAI Credit Scoring and Lending Decisions
Machine learning credit risk models that improve default prediction accuracy, expand credit access, and comply with regulatory requirements for explainability.
FinanceAI Customer Onboarding for Financial Services
Automated KYC, identity verification, risk assessment, and account opening using AI to reduce onboarding time and compliance costs.
FinanceIntelligent Document Processing with AI
A practical architecture for extracting structured data from invoices, contracts, and forms: combining OCR, classification, and LLM-based extraction.
FinanceAI Fraud Detection for Financial Services
Real-time transaction scoring, anomaly detection, behavioral biometrics, and investigation prioritization for financial fraud prevention.
FinanceAI Portfolio Optimization and Asset Management
Machine learning-enhanced portfolio construction, risk management, and rebalancing using alternative data, factor models, and scenario analysis.
FinanceAI-Automated Regulatory Reporting for Financial Services
Automated generation, validation, and submission of regulatory reports using AI-driven data extraction, reconciliation, and quality assurance.
GeospatialGIS and AI Architecture on AWS
How to combine geospatial data processing (GeoPandas, Shapely, satellite imagery) with AI services (Bedrock, OpenSearch) for natural language queries and spatial intelligence.
GeospatialAI for Satellite Data and Geospatial Intelligence
Using multi-agent AI systems to query and analyze satellite imagery and geospatial data through natural language, with public data sources and AWS services.
Public sectorAI Benefits Eligibility Assessment
Automated eligibility determination and application processing for government benefits programs using document analysis and rule-based AI.
Public sectorAI Caseworker Assistant - Intake, Risk Flags, and Next Actions
An AI assistant that helps social services caseworkers process intake forms, surface risk signals, and identify appropriate next actions: reducing manual review time while keeping humans in control of all decisions.
Public sectorAI for Citizen Services - Modernizing Government Interactions
Chatbot-based citizen inquiries, form pre-filling, status tracking, and multilingual support for government agencies.
Public sectorAI for Environmental Monitoring and Compliance
Air and water quality monitoring, pollution detection, compliance reporting, and satellite-based environmental tracking with AI.
Public sectorAI for Housing Assistance - Intake and Waitlist Prioritization
Automated intake processing, eligibility scoring, and transparent waitlist prioritization for housing assistance programs.
Public sectorAI Infrastructure Monitoring for Government
AI-powered monitoring of public infrastructure: roads, bridges, utilities, and buildings: using sensor data, satellite imagery, and predictive analytics.
Public sectorAI Permit Processing for Government Agencies
Automated permit application review, compliance checking, and workflow management to reduce processing times and improve consistency.
Public sectorAI for Government Procurement - Vendor Comparison and Policy Compliance
Automated vendor proposal comparison against policy requirements, compliance checking, and procurement intake processing for government agencies.
Public sectorAI Public Safety Analytics
Predictive analytics for public safety including crime pattern analysis, resource allocation optimization, and emergency response planning.
Public sectorAI Tax Fraud Detection
Machine learning-based detection of tax fraud, evasion, and non-compliance using anomaly detection, network analysis, and cross-referencing of declarations.
HealthcareAI-Optimized Appointment Scheduling for Healthcare
Intelligent scheduling that reduces no-shows, optimizes provider utilization, matches patient needs to appropriate resources, and manages waitlists dynamically.
HealthcareAI for Clinical Data Analysis
Practical AI applications for clinical data analysis: extracting insights from unstructured clinical notes, supporting documentation, and enabling query across patient records at scale.
HealthcareAI for Drug Discovery and Development
Machine learning-accelerated drug discovery including target identification, molecular design, toxicity prediction, and clinical trial optimization.
HealthcareAI-Powered Remote Health Monitoring
Continuous patient monitoring using wearable devices, IoT sensors, and AI analytics for early deterioration detection, chronic disease management, and post-discharge care.
HealthcareAI for Medical Imaging Analysis
Radiology assistance, pathology screening, imaging quality assessment, and clinical decision support using AI.
HealthcareAI Patient Triage and Prioritization
Automated patient triage using symptom assessment, acuity scoring, and clinical decision support to optimize emergency and primary care resource allocation.
HealthcareAI Radiology Decision Support
AI-powered radiology assistance for automated detection, measurement, and reporting of findings across imaging modalities including CT, MRI, and X-ray.
HRAI Compensation Analytics and Pay Equity
Data-driven compensation analysis using AI for market benchmarking, pay equity assessment, and total rewards optimization.
HRAI Employee Retention and Attrition Prediction
Predictive analytics for employee attrition risk, flight risk identification, and data-driven retention strategy development.
HRAI Employee Onboarding Automation
Streamlined employee onboarding using AI for personalized orientation, automated provisioning, knowledge delivery, and early engagement monitoring.
HRAI for Recruitment and Talent Screening
How AI assists recruitment teams with resume screening, candidate matching, and interview scheduling: with guidance on bias mitigation and compliance.
HRAI Skills Assessment and Gap Analysis
Automated skills mapping, proficiency assessment, and gap analysis to align workforce capabilities with organizational needs.
HRAI Workforce Planning and Demand Forecasting
Predictive workforce planning using AI to forecast headcount needs, model organizational scenarios, and optimize talent supply chains.
InsuranceAI Claims Assistant - From Intake to Payout Recommendation
An AI assistant that guides claims from first notice of loss through evidence gathering, missing information detection, fraud screening, and payout recommendation: with human adjuster sign-off at every decision gate.
InsuranceAI for Insurance Claims Processing
Automated claims intake, fraud detection, and document extraction for insurance operations: from first notice of loss to payment authorization.
InsuranceAI Customer Onboarding for Insurance
Streamlined insurance customer onboarding using AI for identity verification, needs assessment, product recommendation, and application processing.
InsuranceAI Fraud Detection for Insurance
Claims fraud detection using anomaly detection, network analysis, image forensics, and behavioral patterns to reduce fraud losses and false positives.
InsuranceAI Policy Document Processing for Insurance
Automated extraction, classification, and analysis of insurance policy documents, endorsements, and regulatory filings using NLP and document AI.
InsuranceAI Risk Assessment for Insurance
Advanced risk modeling using alternative data, telematics, IoT sensors, and machine learning to improve loss prediction and portfolio management.
InsuranceAI Underwriting Automation for Insurance
Automated risk assessment, pricing, and policy issuance using machine learning models that process applications, medical records, and external data sources.
LegalAI Case Outcome Prediction
Machine learning models that predict litigation outcomes, settlement ranges, and case duration to inform legal strategy and resource allocation.
LegalAI Compliance Monitoring for Legal and Regulatory Requirements
Continuous regulatory compliance monitoring, change detection, and impact assessment using AI-driven analysis of legal and regulatory sources.
LegalAI Contract Analysis and Review
Automated contract review, clause extraction, risk identification, and obligation tracking using NLP and large language models.
LegalAI-Assisted Document Review for Litigation
Technology-assisted review (TAR) and AI-driven document classification for large-scale litigation document review and privilege identification.
LegalAI-Powered E-Discovery
End-to-end electronic discovery automation using AI for data collection, processing, analysis, review, and production in litigation and investigations.
LegalAI-Powered Legal Research Automation
Automated case law research, statute analysis, and precedent identification using semantic search and large language models.
LegalAI for Public Defenders - Case Intake and Summary Generation
Automated case intake, document summarization, precedent research, and timeline generation for public defender offices handling high caseloads.
LogisticsAI Demand Planning for Logistics
Logistics-focused demand planning that forecasts shipment volumes, capacity requirements, and resource needs across the distribution network.
LogisticsAI Fleet Management and Optimization
Intelligent fleet operations using telematics data, predictive analytics, and optimization for vehicle utilization, maintenance, driver performance, and fuel efficiency.
LogisticsAI Last-Mile Delivery Optimization
Optimizing the final delivery leg using AI for address validation, delivery time prediction, failed delivery reduction, and delivery density planning.
LogisticsAI Route Optimization for Logistics
Dynamic route planning and optimization using machine learning to minimize delivery costs, reduce fuel consumption, and improve on-time performance.
LogisticsAI for Supply Chain Optimization
AI applications in supply chain: demand forecasting, inventory optimization, route planning, and disruption detection: with practical architecture guidance.
LogisticsAI Warehouse Automation and Optimization
AI-driven warehouse operations including slotting optimization, pick path planning, demand-based labor scheduling, and robotic coordination.
ManufacturingAI Visual Defect Detection for Manufacturing
Computer vision-based quality inspection that detects surface defects, dimensional deviations, and assembly errors at production line speed.
ManufacturingAI-Powered Digital Twins for Manufacturing
Virtual replicas of manufacturing systems that use AI and real-time data to simulate, predict, and optimize production processes.
ManufacturingAI Predictive Maintenance for Manufacturing
Sensor-driven predictive maintenance using machine learning to forecast equipment failures, optimize maintenance schedules, and reduce unplanned downtime.
ManufacturingAI Production Scheduling and Planning
Intelligent production scheduling that optimizes resource allocation, minimizes changeover times, and adapts to demand changes and disruptions in real time.
ManufacturingAI Quality Control in Manufacturing
How computer vision AI enables automated visual inspection in manufacturing: detecting defects, reducing false positives, and integrating with production lines.
ManufacturingAI Supply Chain Optimization for Manufacturing
End-to-end supply chain optimization using AI for demand sensing, supplier risk management, inventory positioning, and logistics coordination.
MediaAI-Powered Accessibility for Broadcasters and Media
Automated subtitle generation, audio descriptions, sign language overlay detection, and WCAG compliance checking for broadcast and media organizations.
MediaAI Ad Targeting and Optimization for Media
Machine learning-driven advertising targeting, bid optimization, and creative selection that maximizes revenue while maintaining audience trust.
MediaAI Transcription with Accurate Speaker Attribution
How to achieve production-quality multi-speaker transcription with speaker diarization, using AWS Transcribe and Bedrock post-processing.
MediaAI Video Editing Automation for Broadcasters
How AI automates the most time-consuming parts of broadcast video editing: rough cuts, highlight generation, and scene detection: at scale.
MediaAI Audio Analysis - Multi-Track Selection and Quality Enhancement
Automated best-mic selection from multi-track recordings, noise reduction, speaker isolation, and quality scoring for film and broadcast.
MediaAutomated Content Metadata and Tagging with AI
Auto-tagging video and audio content, scene classification, topic extraction, and SEO metadata generation for media libraries.
MediaAI Content Moderation for Media Platforms
Automated moderation of user-generated content using computer vision, NLP, and policy-aware classification to maintain platform safety and regulatory compliance.
MediaAI Content Recommendation for Media
Personalized content recommendation systems for publishers, streaming platforms, and news organizations using collaborative filtering and contextual signals.
MediaHybrid Cloud AI Video Pipeline with Amazon FSx for NetApp ONTAP
How to build an AI video processing pipeline that spans on-premises storage and AWS cloud using FSx for NetApp ONTAP as a hybrid bridge, with Rekognition, Transcribe, and Bedrock for AI analysis.
MediaAI Live Captioning and Real-Time Translation
Automated live captioning for broadcasts, events, and meetings using speech recognition, with real-time translation for multilingual audiences.
MediaAI Sentiment Analysis for Media and Brand Monitoring
Real-time sentiment analysis of social media, news, and audience feedback using NLP to track brand perception, audience reaction, and content impact.
MediaBuilding an AI Video Pipeline on AWS
Architecture guide for an end-to-end AI video pipeline: S3 ingest, Lambda trigger, Rekognition analysis, Bedrock processing, FFmpeg editing, and Step Functions orchestration.
Real estateAI Document Automation for Real Estate
Automated generation, review, and processing of real estate documents including leases, purchase agreements, and property disclosures.
Real estateAI Lead Scoring for Real Estate
Predictive lead scoring that prioritizes buyer and seller prospects based on behavioral signals, demographics, and market timing indicators.
Real estateAI Real Estate Market Analysis
Market trend prediction, investment opportunity identification, and neighborhood analytics using machine learning and alternative data sources.
Real estateAI Property Valuation and Automated Valuation Models
Machine learning-based property valuation using comparable sales analysis, property features, market trends, and geospatial data.
Real estateAI Tenant Screening and Risk Assessment
Automated tenant evaluation using credit analysis, income verification, rental history assessment, and risk prediction for property managers.
Real estateAI Tenant Support - Repairs, Scheduling, and Vendor Coordination
Automated repair request intake, vendor scheduling, and tenant communication for property management operations.
Real estateAI Virtual Staging for Real Estate
Computer vision-powered virtual staging that furnishes empty properties in listing photos, reducing physical staging costs and accelerating time to market.
RetailAI Customer Segmentation for Retail
Data-driven customer segmentation using clustering algorithms and behavioral analysis for targeted marketing, personalization, and lifecycle management.
RetailAI Demand Forecasting for Retail
Machine learning-based demand forecasting that accounts for seasonality, promotions, external factors, and long-tail product behavior.
RetailAI-Powered Inventory Management
Intelligent inventory allocation, replenishment optimization, and multi-echelon inventory planning using machine learning.
RetailAI for Marketplace Dispute Resolution
Automated buyer and seller dispute triage, evidence review, and fair resolution proposals for marketplace platforms.
RetailAI Price Optimization for Retail
Dynamic pricing and markdown optimization using demand elasticity models, competitive intelligence, and reinforcement learning.
RetailAI Recommendation Engines for Retail
Personalized product recommendations using collaborative filtering, content-based models, and real-time behavioral signals to increase conversion and basket size.
RetailAI Visual Search for Retail
Image-based product search and discovery using computer vision, enabling customers to find products by uploading photos or screenshots.
Case patternMulti-Track Audio Analysis for Film Production
Architecture for an AI system that processes multi-track audio from film production, identifying issues, categorizing content, and generating post-production notes.
Case patternAI Broadcast Content Automation for a Media Company
Architecture and lessons from automating content metadata generation, highlight detection, and compliance checking for a broadcast media company.
Case patternAI Chatbot for Customer Service at a Telecom Provider
Architecture and lessons from deploying a production AI chatbot handling 60% of customer service inquiries for a regional telecom company.
Case patternAI Claims Processing Automation for an Insurance Company
Architecture and lessons from automating insurance claims intake, assessment, and routing using AI, reducing processing time from days to hours.
Case patternAI Compliance Monitoring for a Financial Institution
Architecture and lessons from deploying AI to monitor communications, transactions, and activities for regulatory compliance across a financial institution.
Case patternAutomated Content Generation for a News Agency
How a news agency automated structured report generation from data feeds: producing hundreds of articles per day from financial, sports, and weather data sources.
Case patternAI Document Processing for a Financial Services Firm
Architecture and lessons from building a production document processing pipeline that extracts, validates, and routes financial documents across multiple formats and regulatory requirements.
Case patternAI-Personalized Learning for an Education Technology Platform
Architecture and lessons from building an AI system that personalizes learning paths, content difficulty, and practice exercises for K-12 students.
Case patternAI Energy Grid Monitoring for a Utility Company
Architecture and lessons from deploying AI to monitor power grid health, predict outages, and optimize maintenance scheduling across a regional utility network.
Case patternAI Environmental Monitoring for a Government Agency
Architecture and lessons from deploying AI to monitor environmental conditions, detect violations, and prioritize inspections for a state environmental protection agency.
Case patternAI Fleet Management for a Delivery Logistics Company
Architecture and lessons from deploying AI to optimize fleet operations, including vehicle assignment, driver scheduling, and predictive maintenance across 500 vehicles.
Case patternAI Fraud Detection for a Regional Bank
Architecture and lessons from deploying a real-time AI fraud detection system processing 2 million transactions daily for a regional banking institution.
Case patternBuilding a Geospatial AI Platform from Public Data
How a team built a geospatial intelligence platform combining satellite imagery, public datasets, and AI analysis to generate location-based insights at scale.
Case patternAI Permit Application Digitization for a Government Agency
Architecture and lessons from digitizing and automating the processing of building permit applications for a municipal government.
Case patternInsurance Claims Modernization with AI
Architecture and lessons from modernizing an insurance claims processing workflow using AI for document extraction, fraud detection, and automated adjudication.
Case patternAI-Assisted Legal Document Review for a Law Firm
Architecture and lessons from deploying AI to accelerate document review in litigation, reducing review time by 65% while maintaining quality standards.
Case patternAI Medical Records Processing for a Healthcare Network
Architecture and lessons from building an AI system that extracts, normalizes, and routes clinical information from unstructured medical records.
Case patternPredictive Maintenance AI for a Manufacturing Plant
Architecture and lessons from deploying AI-driven predictive maintenance across 200+ machines in a continuous manufacturing operation.
Case patternAI Real Estate Valuation for a Property Technology Company
Architecture and lessons from building an AI-powered automated valuation model that estimates property values using multiple data sources and market signals.
Case patternAI Recommendation Engine for an Online Retailer
Architecture and lessons from building a production recommendation system serving personalized product suggestions to 5 million monthly active users.
Case patternAI Recruitment Screening for a Large Enterprise HR Department
Architecture and lessons from deploying AI-assisted candidate screening across 500+ open positions annually, improving time-to-shortlist while addressing bias concerns.
Case patternAI Satellite Image Analysis for a Geospatial Intelligence Firm
Architecture and lessons from building an AI pipeline that processes satellite imagery at scale for change detection, object identification, and environmental monitoring.
Case patternAI Supply Chain Optimization for a Logistics Company
Architecture and lessons from deploying AI-driven demand forecasting and route optimization across a national distribution network.
Case patternAI Video Processing Pipeline for a National Broadcaster
Architecture and lessons from building a production AI pipeline that processes, indexes, and makes searchable a large library of broadcast video content.
Case patternAI Warehouse Optimization for a Distribution Company
Architecture and lessons from deploying AI to optimize warehouse layout, picking routes, and labor allocation in a high-volume distribution center.
Find the one worth building.
The Discovery Workshop scores your candidates against these patterns: value, feasibility, data readiness and AWS funding.
AI Discovery Workshop
Pre-session intake, one workshop with up to 8 people, written results within 5 business days.
€2,000 each, 3 to 4 hours, remote or on-site
Delivered within 5 business days after the last session.
Check AWS funding before you pay.
Many AI proofs of concept and cloud migrations qualify for AWS funding: credits for the AWS usage and, in some partner programmes, funds for the delivery work. What applies depends on the project, the programme and the AWS account team. I check it in the Idea Call, and the workshop results are written so they can go straight into an application.
Proof of concept
For a prototype on AWS with a clear path to production.
Migration
For larger cloud moves, planned in phases.
Linda Mohamed
I design and build AI and cloud systems on AWS and hybrid platforms, and I teach how they work. I have organised the AWS User Group Vienna for more than seven years, co-organise AWS Community Day DACH, teach AI architectures at Hochschule Burgenland, speak at conferences in Europe and the US, and maintain ai-solutions.wiki. Based in Vienna. Remote or on-site, in English or German.
Where the facts come from.
Prices, service names and limits change. The linked official pages are the reference; figures on this page were checked in September 2026.
- ai-solutions.wiki: industry solutions
- ai-solutions.wiki: case patterns
- Blog: How I built an AI film crew on AWS
- AWS: What is Amazon Bedrock AgentCore?
- AWS: Custom Model Import in Amazon Bedrock
- InstructLab
- AWS: FSx for NetApp ONTAP, S3 access points
- ai-solutions.wiki: Hybrid cloud AI video pipeline with FSx for NetApp ONTAP
- ai-solutions.wiki: GIS and AI architecture on AWS
Start with one conversation.
30 minutes to look at your idea, your data and the right starting point. Or book 15 minutes if you only have a question.
- Which pattern is closest to your idea
- What it would take on your data
- Which layer it belongs on
- Whether AWS funding could apply
Vienna, Austria · remote across Europe · [email protected]
