DenialDecoder
Snap or upload a rejection letter from a bank, credit card, insurer, landlord or employer and get a plain-English explanation of which inputs flipped the decision against you — plus a concrete 'if you change X to Y, you'd likely be approved' action plan.
Consumers hit by opaque algorithmic denials on loans, credit, rentals, insurance and job applications
- OCR + NLP extraction of the stated reason and any numeric thresholds mentioned in the letter
- Plain-English diagnosis: 'Your debt-to-income ratio was 43%, threshold was 36%; you were $410/mo over'
- Concrete fix list with priorities: 'Pay down card X to drop utilization below 30%, then reapply in 45 days'
- Re-application tracker that compares the new application to the old one and shows exactly what changed
PACE proves counterfactual explanations can now respect real-world feasibility constraints — making it technically possible, for the first time, to tell a denied consumer what they could plausibly change instead of just saying 'income too low'.
Real demand exists — multiple free tools (Magica's AI Loan Rejection Explainer, finhelp.io) already serve rejected applicants, and CFPB-mandated adverse action notices create a steady funnel of consumers with cryptic letters in hand.Free AI Loan Rejection Explainer (No Login Required) | Magica ↗Loan Denial Letters: Reasons & Next Steps - finhelp.io ↗
Crowded and the obvious name 'Denial Decoder' is already taken in Chrome Web Store (medical/insurance denials), plus Magica, Reject.Creditcard, and finhelp.io all serve overlapping use cases without a clear paid winner — leaving limited room.Denial Decoder - CARC & RARC Code Lookup - Chrome Web Store ↗Reject.Creditcard - When Your Credit Card Application Is Declined ↗
Weak — leading incumbents (Magica, finhelp.io, Reject.Creditcard) are free; the Chrome 'Denial Decoder' is free; regulatory recourse (CFPB complaints, free credit reports, attorney consultations) is also free, leaving little willingness-to-pay for a consumer-facing decoding tool.Free AI Loan Rejection Explainer (No Login Required) | Magica ↗Consumer Financial Protection Circular 2023-03: Adverse Action Notification Requirements and Proper Use of the CFPB's Sample Forms ↗
Strong tailwinds — algorithmic/AI-driven denials are multiplying across lending, rental screening (NYC Local Law 144, HUD), insurance, and hiring; CFPB and state regulators are actively tightening adverse action notice requirements, structurally expanding the user base.Fintech Lending & FCRA Compliance: BNPL Errors, Adverse Action Notices ↗The CFPB Creates New Adversity for Lenders - Fintech Takes ↗
Non-trivial — requires OCR across varied letter formats, mapping dozens of distinct reason-code vocabularies across banking, credit, insurance, rentals, and employment, plus generating plausible counterfactual advice; legal liability around telling consumers 'you'd likely be approved' is a real risk.§ 1002.9 Notifications. - Consumer Financial Protection Bureau ↗