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.
Target market(s)European UnionUnited States (federal)change
Cards whose triggered instruments do not reach the selected markets are de-emphasised, not hidden.
AI Credit Scoring & Loan Decisioning
DEthinEUUSUS-CO6/7 domainsScoring models or agentic workflows that assess creditworthiness of natural persons and drive loan decisions.
AI Fund Administration: NAV, Investor Reporting & Fund Accounting
EUUS4/7 domainsAI systems that calculate net asset value (NAV), generate investor statements/reports, and reconcile fund-level accounting for an asset manager, AIFM/UCITS management company, or third-party fund administrator — a back-office valuation and investor-communication function distinct from front-office trade execution/advisory (uc-svc-portfolio) or trade-lifecycle settlement reconciliation (uc-svc-trade).
AI Mortgage Origination & Underwriting
DEthinEUUSUS-CO4/7 domainsAI scoring, underwriting and pricing systems that evaluate residential mortgage applications from natural-person consumers, including collateral valuation and rate and fee pricing.
Algorithmic Portfolio Execution & Advisory
DEthinEUUS4/7 domainsTrade 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
EUGLOBALUS4/7 domainsERP, 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 Brokerage & Multi-Carrier Policy Matching AI
EUUSUS-CO3/7 domainsAI that matches, quotes and binds insurance policies across multiple carriers on behalf of a customer — used by brokers, MGAs and comparison/aggregator platforms — distinct from an insurer pricing its own risk or deciding its own claims.
Insurance Pricing & Claims Decisions
DEthinEUUSUS-CO4/7 domainsRisk pricing for life/health insurance and automated claims adjudication for natural persons.
Insurance Underwriting & Health/Life Pricing
DEthinEUUSUS-CO3/7 domainsEligibility and premium setting for life and health cover, derived from health records, lifestyle declarations and wearable telemetry.
KYC & Client Onboarding Automation (Managed Service)
EUUS5/7 domainsOutsourced 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
EUUS4/7 domainsParsing of ISDA Master Agreements, Credit Support Annexes and regulatory correspondence into structured collateral, termination and exposure data.
Perpetual KYC & Customer Risk Rating
DEthinEUUS6/7 domainsAgentic continuous customer due diligence: document intelligence, beneficial-ownership resolution, adverse-media screening, dynamic risk re-rating.
Regulatory Reporting & Model Documentation Drafting
EU2/7 domainsGenAI drafting of regulatory reports, model documentation and audit narratives with human sign-off.
Trade Lifecycle & Settlement Reconciliation
EUUS3/7 domainsAutomated matching of multi-asset trade confirmations, exception-break identification, failed-trade resolution and cash/securities settlement reconciliation.
Transaction Monitoring & FRAML
EU5/7 domainsBehavioural baselining for fraud and AML detection; alert triage and investigative summary generation (40–67% false-positive reduction reported).
Automated Financial Forecasting & Audit Trails
EUUS3/7 domainsCross-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
EU4/7 domainsMulti-agent procurement and contract-negotiation workflow that queries vendor APIs, negotiates terms and executes purchase orders against corporate counterparties.
Developer Code Assistant / Engineering Agent
EU3/7 domainsCode generation, review and autonomous engineering agents with filesystem/terminal/API access (CodeBuddy pattern).
Document Intelligence & Back-Office Extraction
EU2/7 domainsExtraction, classification and summarisation of contracts, invoices and forms; the classic back-office-first pilot.
Dynamic Deal Desk & Quoting Engine
EU3/7 domainsCompetitor 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
CNEU3/7 domainsProduct, content or action recommendations for customers or staff.
Regulatory Change Management & Policy Updating
EU3/7 domainsContinuous 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
DEthinEUUS4/7 domainsAmbient 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
EUUS4/7 domainsDiagnostic 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
EUUS4/7 domainsAI-assisted diagnosis/triage (e.g. sepsis prediction with documented 10× false-positive reduction).
Healthcare Revenue Cycle & Medical Billing Automation
DEthinEUUS2/7 domainsAI that automates the provider-side administrative and financial processing of the healthcare revenue cycle - medical coding (CPT/ICD), claims formatting and submission, denial and appeals management, prior-authorization paperwork drafting and patient scheduling - used by provider billing offices and third-party RCM vendors. Explicitly scoped to administrative processing of care that has been ordered or delivered: not a clinical or diagnostic decision, not the payer's coverage-eligibility adjudication itself, and not scoring of individual patients' creditworthiness or eligibility.
Pharmacy Back-Office & PBM Claims Adjudication AI
EUUSUS-ILthin3/7 domainsAI performing prescription verification, drug-interaction and formulary screening, and pharmacy-benefit-manager (PBM) claims adjudication and reimbursement calculation in US pharmacy and PBM operations, distinct from general insurer prior-authorisation.
Prior Authorisation & Coverage Decisions
EUUS3/7 domainsAutomated insurer–provider prior-authorisation workflows and coverage adjudication.
1:1 Biometric Access Control for Data Centres
DEthinEUUS-ILthin4/7 domainsTargeted biometric verification of enrolled staff and contractors at data-centre doors and cages, matching a presented template against the one claimed identity.
Autonomous IT Security Remediation Agent
EU2/7 domainsAgent that detects and contains incidents by isolating virtual machines, revoking credentials and changing firewall rules without waiting for a human.
Autonomous Penetration Testing & AI Red-Team Agents (Offensive Security Services)
EUUS4/7 domainsAI agents that plan and run penetration tests (pentests, pentesting) or red-team exercises against a customer's live systems under a signed statement of work: reconnaissance, vulnerability discovery, exploitation, post-exploitation, evidence capture and reporting, delivered by a security provider as a service or as licensed tooling. Scope limit: technical testing of systems only, with no decision about any person; staff-directed social engineering and physical intrusion are outside this reading, and defensive monitoring and response services are separate profiles.
Managed IT & Security Services Provider (MSP/MSSP) AI Agent
EU3/7 domainsAI-driven monitoring, patching, ticketing and incident-response agent operated by a third-party managed service or managed security service provider across many client organisations' IT estates under contract, rather than by an organisation remediating only its own network.
Customer Service Chatbot / Assistant
CNEUGBUS-CO4/7 domainsConversational GenAI answering customer queries, guiding processes, drafting replies — with or without RAG over company knowledge.
Enterprise Marketing Disclosure Compliance
EUUS3/7 domainsEnd-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
CNEUGBUS4/7 domainsGeneration of text, image, audio and video for external communication; avatar and voice content.
CV Screening & Candidate Ranking
DEthinEUUSUS-COUS-ILthinUS-NY4/7 domainsAutomated analysis, filtering and ranking of job applications and applicant resumes; interview scheduling agents; shortlisting candidates for recruiters.
Employee Performance Analytics & Bonus Scoring
DEthinEUUSUS-COUS-ILthin3/7 domainsContinuous scoring of employee output, activity signals and peer feedback to rank performance and drive bonus, promotion and improvement-plan decisions.
Video-Interview Emotion & Micro-Expression Scoring
DEthinEUUSUS-ILthin3/7 domainsScoring of recorded or live candidate interviews by inferring emotional state, confidence or engagement from facial micro-expressions, voice and phrasing.
AI Payroll Processing & Compliance Automation
EUUS3/7 domainsAI that calculates gross-to-net pay, applies federal/state/local tax withholding, and runs statutory wage-and-hour compliance checks (overtime calculation, minimum-wage floors, working-time limits) for an employer's own workforce or a payroll-service-bureau's client book.
Shift Rostering, Task Allocation & Gig Dispatch
CADEthinEU4/7 domainsAn algorithm builds shift rosters or dispatches jobs to employees or platform couriers from availability, demand forecasts and individual performance data, sets per-job pay or bonuses, and flags workers for deprioritisation or deactivation.
Workplace Monitoring, Safety Vision & Worker Scoring
DEthinEUGBUS4/7 domainsCameras, telematics or wearables watch employees at work — drowsiness, distraction, PPE compliance, proximity to machinery, productivity — and the alerts feed a per-worker score used for task allocation, escalation or bonuses.
AI Trade Compliance: Customs Classification, Export-Control & Sanctions Screening
EUUS3/7 domainsAI that turns BOMs, part numbers and shipping documents into trade decisions for an importer, exporter, forwarder or customs broker: tariff classification and origin (HS/CN/TARIC/HTSUS), restricted-party screening of counterparties, owners and end-uses, export-licence and dual-use determination, and drafting of customs declarations and licence applications. Scope: private-sector decisions about shipments, counterparties and filings; not a customs authority's own risk targeting or a financial institution's payment screening.
Procurement Variance & Vendor KPI Monitoring
EUUS3/7 domainsPurchase 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
EU3/7 domainsNormalisation of BOM and supplier master data across plants, supplier risk scoring, and screening against ESG, labour, sanctions and customs criteria.
Public Benefits & Eligibility Decisions
EUUS4/7 domainsAutomated eligibility assessment for social benefits and essential public services.
Recidivism Risk Scoring for Courts & Parole Boards
EU2/7 domainsRisk scores for reoffending used by courts, probation and parole services as input to sentencing, bail and parole decisions — built on criminal history and case facts, with the judge or board taking the decision.
Visa & Residence Application Triage
EU3/7 domainsTriage and risk-flagging of visa, residence-permit and asylum applications for consular and immigration authorities; a flag routes the file to an officer for refusal review, the officer decides.
AI-Assisted Statutory Financial Audit
EUUS2/7 domainsAI systems that perform or materially assist an external, legally mandated (statutory) audit of a company's financial statements on behalf of an independent auditor — risk assessment, transaction/journal-entry testing, sampling, anomaly detection and evidence evaluation — feeding into the audit opinion the human engagement partner signs and remains responsible for.
AI-Assisted Tax Advisory & Research (Practitioner-Regulated)
DEthinEUUS3/7 domainsAI used inside a tax practice — a CPA, enrolled agent, tax attorney or Steuerberater — to research tax questions and draft technical tax memos and replies to the IRS or Finanzamt under the responsibility of a named professional of record. Scope limit: the professional of record, not the taxpayer, answers for every output, and the system decides nothing about a taxpayer's entitlements; output delivered straight to taxpayers with no professional reviewing it is outside this base reading.
Automated Exam Proctoring & Learning-Outcome Scoring
EU3/7 domainsAI system that scores or grades student exam submissions and/or monitors students during a proctored test session, where the resulting score or flag determines whether the student passes the course or is referred for an academic-integrity review.
University Admissions Formatting & Duplicate Detection
EU3/7 domainsUtility that normalises uploaded application documents, checks required fields and flags duplicate submissions before a human admissions officer reads the file.
Continuous Technical Documentation Generation
EU3/7 domainsCodebase, 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
EU2/7 domainsGenerative code completion, test synthesis, legacy refactoring and vulnerability remediation inside CI/CD, with synthetic test data and visual regression testing.
AI Real Estate Transaction Closing & Settlement
EUUS2/7 domainsAI systems that perform title search/examination, generate closing and conveyancing documents (deeds, closing disclosures, settlement statements), and direct escrow/settlement fund disbursement for residential real-estate purchase transactions.
Tenant Screening & Rent Recommendation
DEthinEUGBUSUS-CO3/7 domainsA scoring model ranks rental applicants on credit-bureau, income and history data, auto-declines below a threshold or recommends the rent to ask, for landlords, letting agents and property managers.
Predictive Maintenance in Energy Grids
EUGLOBAL5/7 domainsForecasting failures and steering maintenance/switching in critical energy infrastructure; edge inference on grid assets.
Visual Quality Inspection (Manufacturing)
EU2/7 domainsComputer-vision defect detection on production lines.
Confidential Document Summarisation (Internal, On-Premise)
EU2/7 domainsOn-premise LLM that summarises confidential internal documents and contracts for the company's own legal and commercial staff — no external interaction, no decision about any individual.
Legal Research & Statutory Synthesis (Citational RAG)
EU2/7 domainsRetrieval-grounded assistant that answers legal questions with statutory and case citations and drafts synthesised memoranda.