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Financial regulators worldwide are cracking down on unexplainable AI. From credit decisions to investment recommendations, "the algorithm said so" is no longer an acceptable answer.
Regulatory Scrutiny
OCC, Fed, and SEC increasingly demand model explainability. Exam failures are costly.
Fair Lending Compliance
ECOA and fair lending laws require demonstrable non-discrimination in credit decisions.
The GenAI governance gap
The April 2026 model-risk revision (SR 26-2) puts generative & agentic AI out of scope, leaving lenders without a playbook for LLM-driven decisions.
Customer Disputes
Adverse action notices require specific reasons. "AI decision" invites lawsuits.
Aequitas provides the causal transparency financial regulators demand, without sacrificing model performance.
Contradiction Screening & Verification
Maps every prediction to specific causal factors. Know exactly why a credit score changed.
Formal Logical Analysis
Validates that model logic aligns with economic theory and regulatory expectations.
Independent Audit Layer
An independent adversarial audit stress-tests every output for bias and logical consistency.
SEE IT IN ACTION
A worked example: the checks a lending decision passes on its way to a certificate, and what the record looks like when it arrives.
FINANCE & INVESTMENT
Illustrative sampleDefensible reasoning for lending AI
Reasoning is traceable, formally verified, and the independent audit passed.
SHA-256 870f630b94c63b59…
Illustrative example; the hash is a real SHA-256 digest of this sample’s content.
IN PRACTICE
Explainable credit decisions that satisfy fair lending requirements.
BEFORE
Weeks of manual review to explain model outputs to examiners
AFTER
Instant, regulator-ready explanations for every decision
Causal factor attribution for portfolio recommendations.
BEFORE
Correlation-based insights that break down during market stress
AFTER
Causal relationships that hold across market regimes
Automated SR 11-7 compliant model documentation.
BEFORE
Months of manual model documentation and validation
AFTER
Continuous validation with real-time documentation
See how Aequitas certifies a judgment on your own finance material.
EXPLORE MORE
Navigate regulatory complexity with AI that shows its reasoning. Every compliance decision traceable to specific rules.
For InsurTech: underwriting AI with the documented reasoning Colorado SB 21-169 and NAIC market-conduct exams require.
AI decisions that citizens can understand and challenge. FOIA-ready documentation and congressional oversight compliance.