An automated credit decision that the borrower cannot understand or challenge is not a credit decision — it is a black box verdict. The DPDP Act and the RBI's guidelines on AI-based credit decisions both require that automated decisions be explainable and contestable. The Grievance AI handles the contestation process: retrieving the decision rationale from the Credit Decision AI, translating it into plain language for the borrower, and — where the borrower provides new information — triggering a formal review of the original decision.
The borrower's right to challenge an AI credit decision
When the Credit Decision Agent AI declines or applies a higher rate to a loan application, the borrower has two rights under Indian regulatory requirements: the right to know the specific reason for the decision, and the right to request a human review of the decision within 30 days. The right to a specific reason is a Fair Practices Code obligation — "your credit policy" or "your risk profile" is not specific. The right to human review is derived from the DPDP Act's provisions on automated decision-making.
The Grievance AI is the mechanism through which both rights are exercised. When a borrower challenges a credit decision — "Why was I rejected?", "The reason you gave is wrong", "I want a human to review this" — the Grievance AI retrieves the full decision rationale from the Credit Decision AI, formats it for the borrower in plain language, and if a human review is requested, routes the case to the credit team with a complete review brief.
A complete credit decision dispute: from complaint to resolution
Borrower complaint received
Vinod Kumar Sharma: "I applied for a personal loan and was declined. The message I got said my 'credit history and repayment capacity' were the reasons. But I have never missed an EMI in my life and I earn ₹1.2 lakhs a month. This cannot be right. I want to know the real reason and I want someone to look at this again." Complaint classified: Cat E (Credit decision dispute) · Tier 2 · 7-day SLA.
Acknowledgement sent and decision rationale retrieved
Acknowledgement sent: GRV-2025-49002 · Category E · 7-day resolution target. Simultaneously, the Grievance AI retrieves the full decision rationale from the Credit Decision AI for Vinod's application (LA-2025-9100): 2 KO failures — Rule 09 (FOIR 52.4% above 45% ceiling) and Rule 17 (DPD 94 days on SBI credit card in July 2025). CIBIL 612 (also independently a KO under Rule 16, CIBIL below 650 floor). All 40 rules documented in the decision record.
Plain language explanation sent to borrower
A plain language explanation is generated from the credit decision rationale. It is reviewed by the grievance officer before dispatch to confirm it accurately reflects the decision — not to modify the outcome, but to verify the communication. Sent within 16 minutes of the complaint. Full text below.
Borrower challenges one of the reasons
Vinod responds: "The SBI credit card DPD is wrong. That was a system error — I was on medical leave abroad and did not receive the payment notification. SBI acknowledged the error and I have a letter from SBI confirming this. Can I send you the letter? Also, my income is ₹1.2 lakhs and I have only one other loan of ₹12,000 EMI — how is my FOIR 52%?" Grievance AI requests the SBI letter and asks Vinod to confirm his existing EMIs.
Human credit review initiated with complete brief
Vinod submits the SBI letter acknowledging the error on the July 2025 DPD. The Grievance AI routes the case to the credit team: complaint reference, decision rationale, Vinod's challenge, the SBI letter, the existing EMI clarification (Vinod's bureau shows a credit card with a ₹48,000 outstanding — its minimum payment was computed as an EMI in the FOIR calculation, driving the 52% FOIR). The credit team review is a formal review of whether the original decision would have been different with the corrected data.
Decision reviewed — outcome communicated to borrower
Credit team review: the SBI DPD error is confirmed. With the corrected bureau data (DPD removed), Rule 17 no longer triggers. CIBIL remains 612 — below the 650 floor (Rule 16), which independently declines the application regardless of the DPD correction. FOIR: Vinod's credit card outstanding is excluded from FOIR computation because it is not an instalment — it is a revolving credit line. Corrected FOIR: 13.9%. But CIBIL 612 KO remains. Outcome: decline maintained, but for one reason only (CIBIL below 650 floor) rather than three. Full explanation sent to Vinod: "Your DPD concern was valid — we have updated our records. However, your CIBIL score of 612 is below our minimum of 650. We encourage you to re-apply after 12 months of clean repayment history, at which point your score should have improved above the threshold."
The plain language explanation: what was sent to Vinod at step 3
Dear Vinod,
Thank you for raising this concern. I have retrieved the full details of your application (Reference: LA-2025-9100) and can explain specifically why your application was declined. You are right to ask for a specific explanation — a general reference to "credit history and repayment capacity" was not adequate.
Your application was assessed against our credit policy. Three specific conditions were not met:
If you believe Reason 2 (the SBI DPD) is incorrect: You can challenge this by providing written confirmation from SBI that the DPD was recorded in error. We will review your application with the corrected information. Please reply to this message with the SBI confirmation document and we will initiate a formal review within 7 working days.
Your right to a human review: You have the right to request that a human credit officer reviews this decision within 30 days of this message. To request this, simply reply "I request a human review" and your case will be assigned to a credit officer who will review the decision independently.
Data sources used: CIBIL bureau report (pulled November 12, 2025), HDFC bank statement (12 months), application form (submitted November 11, 2025).
A credit dispute process that confirms the decision without reviewing it is not a process — it is a rebuff
When Vinod raised his dispute, he raised a legitimate concern — the DPD on his SBI credit card was a recorded error. Without the grievance process, that error would have sat on his bureau record, influenced his decline, and never been challenged. The grievance process did not change the final outcome — Vinod's CIBIL score of 612 independently declined him. But it corrected a bureau error, adjusted the FOIR calculation, and left Vinod with a clear, specific explanation and a credible path forward. The Grievance AI's credit dispute process is not a mechanism for reversing decisions — it is a mechanism for ensuring that the decisions that stand are decisions that are based on accurate information. The ones that are not should be reviewed, corrected, and explained. Every time.