Typical Use Cases in Regulated European AI
Three lenses on every use case: regulation (multi-layer, current), design (architecture & evidence) and business (risk & value). Pick one to see its , the full set of regulations it triggers across the regulatory stack, the legal obligations for and , the recommended architecture blueprint and the technical components your system design must include.
AI Credit Scoring & Loan Decisioning
Scoring models or agentic workflows that assess creditworthiness of natural persons and drive loan decisions.
Algorithmic Portfolio Execution & Advisory
Trade execution against target parameters, automated conflict-of-interest analysis, generated client advisory communications and full attribution logging of every model inference.
Cross-Border Statutory Tax & Wealth Filing
ERP, custodial and exchange data reconciled across entities and jurisdictions, taxable events categorised, statutory returns drafted and electronically submitted to tax authorities, with variance-triggered human escalation.
Insurance Pricing & Claims Decisions
Risk pricing for life/health insurance and automated claims adjudication for natural persons.
KYC & Client Onboarding Automation (Managed Service)
Outsourced onboarding: OCR and semantic extraction across filings, beneficial-ownership structures and identity documents, plus sanctions/PEP screening — delivered as an outcome-priced managed service.
Legal Contract & Regulatory Clause Extraction
Parsing of ISDA Master Agreements, Credit Support Annexes and regulatory correspondence into structured collateral, termination and exposure data.
Perpetual KYC & Customer Risk Rating
Agentic continuous customer due diligence: document intelligence, beneficial-ownership resolution, adverse-media screening, dynamic risk re-rating.
Regulatory Reporting & Model Documentation Drafting
GenAI drafting of regulatory reports, model documentation and audit narratives with human sign-off.
Trade Lifecycle & Settlement Reconciliation
Automated matching of multi-asset trade confirmations, exception-break identification, failed-trade resolution and cash/securities settlement reconciliation.
Transaction Monitoring & FRAML
Behavioural baselining for fraud and AML detection; alert triage and investigative summary generation (40–67% false-positive reduction reported).
Automated Financial Forecasting & Audit Trails
Cross-ledger aggregation, scenario simulation and draft financial statement assembly with a reviewable audit trail, presented to finance leadership for sign-off.
Autonomous Procurement / Ops Agent
Agent that negotiates, orders, pays or reconfigures systems autonomously across ERP and supplier APIs.
Developer Code Assistant / Engineering Agent
Code generation, review and autonomous engineering agents with filesystem/terminal/API access (CodeBuddy pattern).
Document Intelligence & Back-Office Extraction
Extraction, classification and summarisation of contracts, invoices and forms; the classic back-office-first pilot.
Dynamic Deal Desk & Quoting Engine
Competitor price detection, margin analysis, proposal generation and direct quote issuance to B2B buyers, bounded by margin guardrails that require manager override.
Recommender / Next-Best-Action
Product, content or action recommendations for customers or staff.
Regulatory Change Management & Policy Updating
Continuous scanning of regulatory feeds, automated mapping of new statutory duties onto internal policies and SOPs, gap analysis and drafted policy amendments routed to a compliance officer for approval.
Clinical Documentation & Ambient Scribing
Ambient capture and drafting of clinical notes from the consultation itself, with coding suggestions and clinician sign-off before anything enters the record — the ambient-scribe pattern now offered by several health-system deployments rather than any single named product.
Clinical Imaging Triage & Patient Follow-Up
Diagnostic imaging pipelines monitored for critical findings, then follow-up scheduling, lab orders, record updates and draft patient notifications executed in the EHR — held until the supervising physician confirms.
Diagnostic Decision Support
AI-assisted diagnosis/triage (e.g. sepsis prediction with documented 10× false-positive reduction).
Prior Authorisation & Coverage Decisions
Automated insurer–provider prior-authorisation workflows and coverage adjudication.
Customer Service Chatbot / Assistant
Conversational GenAI answering customer queries, guiding processes, drafting replies — with or without RAG over company knowledge.
Enterprise Marketing Disclosure Compliance
End-to-end campaign asset creation with automated scanning against the substantiated product-claim inventory, insertion of required disclosures and AI-content labelling before publication.
Marketing & Synthetic Content Generation
Generation of text, image, audio and video for external communication; avatar and voice content.
Continuous Technical Documentation Generation
Codebase, telemetry and training metadata parsed continuously to auto-generate and maintain Annex IV technical documentation, model cards and change histories for deployed AI systems.
Enterprise SDLC Code Automation & QA
Generative code completion, test synthesis, legacy refactoring and vulnerability remediation inside CI/CD, with synthetic test data and visual regression testing.
Predictive Maintenance in Energy Grids
Forecasting failures and steering maintenance/switching in critical energy infrastructure; edge inference on grid assets.
Visual Quality Inspection (Manufacturing)
Computer-vision defect detection on production lines.
Procurement Variance & Vendor KPI Monitoring
Purchase orders and invoices ingested, price trends analysed, anomalies and contract-term breaches flagged, vendor KPI scorecards maintained and alerts routed to the supply-chain owner.
Supplier Master Data & ESG Risk Screening
Normalisation of BOM and supplier master data across plants, supplier risk scoring, and screening against ESG, labour, sanctions and customs criteria.