consumer-duty

Lightweight frontend-first operational governance task control plane. Manage compliance obligations, evidence collection, AI model governance actions, audit items, and regulatory deadlines with full audit-trail traceability — no backend required.

Hash and signature engine for the Bedrock immutable advice ledger. Computes and verifies record hashes, chain hashes and ECDSA P-256 signatures.

Algorithmic recourse for FCA Consumer Duty in UK personal lines insurance pricing

AI-assisted evidence review workflow for regulated financial services, featuring structured claim extraction, evidence sufficiency scoring, contradiction detection, audit-ready traceability, human-in-the-loop review routing, and evaluation-driven safeguards.

Personalised offers recommender for a UK fintech app (Surprise SVD + SQL). Finds that engagement-driven recommendations push credit and gambling to customers in financial difficulty, then fixes it with FCA Consumer Duty guardrails.

Does a customer-support AI agent follow UK consumer-credit rules? A hand-written agent harness plus an evaluation suite (FCA Consumer Duty, CONC 7, complaints).

Capture what an AI model was asked and what it produced, at the moment of generation, and record it as an immutable entry in the Bedrock advice ledger.

A synthetic neobank whose events misbehave on purpose — late, duplicated, reversed — and a dbt warehouse that turns them into trusted interfaces.

Proxy discrimination auditing for UK insurance pricing models. FCA Consumer Duty compliance, Equality Act 2010, exposure-weighted fairness metrics.

Proxy discrimination auditing for insurance pricing — FCA EP25/2, Consumer Duty, bias metrics

Compliance-as-code: check a declarative manifest against FCA Consumer Duty/CONC, CFPB and FCAC rule packs in CI. Each rule maps a control to a check. Not legal advice.