Banking Vertical -- Sample Snapshot Hub

Consumer credit-underwriting AI failed silently. This is the $499 Snapshot that found it.

Casual-glance overview here. Every deeper claim is a click away: full sample report, each cited regulation, every chart, every finding — and "how does this help me?" companion pages for each.

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The 4-number quick verdict

Determination

Category C

High-severity drift events

B3 decline-lane rate

18% → 62%

Days silent before detection

45+

What does Category C actually mean? →

What happened in one paragraph

A mid-market consumer bank's AI credit-underwriting classifier silently over-routed borrower group B3 (age 25-45, near-prime credit, mixed lower-income zip) into the decline / secondary-market lane. Aggregate approval rate and portfolio loss ratios stayed inside tolerance. The differential was visible only through per-group distributional-shape analysis by an independent verifier. Under ECOA / Reg B disparate-impact methodology, every affected credit decision is now subject to fair-lending review.

Read the full scenario walkthrough →

The three charts (each linked to its own deep-dive)

Chart 1 · Deep dive Rolling mean by borrower group Where the silent B3 divergence begins. What the eye sees vs what the model risk stack reported. Chart 2 · Deep dive Baseline vs recent distribution B3 risk-score mass shifted RIGHT (into decline lane). How to read the shape shift. Chart 3 · Deep dive Lane rate per borrower group B3 decline lane climbed sharply while other groups stayed stable. The one pattern fair-lending reviewers look for.

Regulations applied — each on its own page

Every cited framework has a dedicated subpage with the actual regulatory text, plain-English translation, what the Snapshot shows against it, and a "how does this help me?" benefit companion.

Regulation Federal Reserve SR 11-7 Supervisory Guidance on Model Risk Management. The foundational rule the drift-window breaches. Regulation OCC Bulletin 2011-12 Sound Practices for Model Risk Management. Independent validation + ongoing monitoring stance. Regulation FDIC FIL-22-2017 Adoption of SR 11-7 for FDIC-supervised institutions. State-chartered + community-bank scope. Regulation ECOA + Reg B (15 USC 1691 / 12 CFR 1002) Equal Credit Opportunity Act + Regulation B. Disparate-impact statutory hook for AI-in-lending. Regulation FCRA (15 USC 1681) Fair Credit Reporting Act. Adverse-action notice + 25-month record retention. Regulation CFPB UDAAP (Dodd-Frank 1031) Unfair / deceptive / abusive acts + practices. AI-driven decisions inside CFPB supervisory reach. Regulation CFPB Circular 2022-03 AI in adverse-action notices. Specific reasons required, blackbox explanations rejected. Regulation CFPB Circular 2023-03 AI-driven marketing UDAAP. Pre-approval / targeting stack now in the same frame. Regulation Interagency SPCP 2024 Special Purpose Credit Programs update. Where fair-lending program design intersects AI. Regulation SEC Section 8 SR 11-7 (draft 2026) The forthcoming update. What the draft language signals for AI-in-lending model risk. Regulation (shared) NIST AI RMF 1.0 GOVERN / MAP / MEASURE / MANAGE. Referenced by OCC exam manuals 2025-2026.

Findings + methodology deep dives

Methodology How Category C is derived Category A / B / C decision logic. Why 14 high-severity events + repeated B3 signal = C. Methodology Counterparty-question rehearsal The 5-decision reproducibility drill your Chief Compliance Officer + fair-lending counsel will thank you for. Methodology Independent-verifier declaration Why the control plane cannot reside within the entity being regulated.

The full records

Full Snapshot Report (markdown) Executive One-Pager (markdown) Long-form single-page view

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Same structure as this sample. Your bank's data, your AI system, your charter footprint, your next OCC/Fed/FDIC exam calendar, your regulatory citations. Below procurement threshold. Report PDF via email.

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