A cross-sell offer that is declined at the application stage is worse than no offer at all. The borrower who receives "you are pre-approved for ₹17 lakhs" and then applies and is told their FOIR is too high or their CIBIL is below threshold has been promised something and let down. Their trust in the institution is diminished — and they are now less likely to apply for a future offer. The Cross-Sell Campaign Agent AI does not send a cross-sell offer until it has run the full credit policy eligibility check — FOIR, CIBIL, DPD history, LTV, existing facilities, and product-specific rules — and confirmed that the borrower genuinely qualifies for the offer being made. What the borrower receives is not a marketing message dressed as a pre-approval. It is an actual pre-approval.
What distinguishes genuine pre-approval from pre-screened marketing
Pre-screened marketing uses broad, low-friction criteria — "active borrower with no NPA in last 12 months" — to identify a large audience for a cross-sell campaign, then runs the actual credit check when the borrower applies. This is not pre-approval. It is a lead-generation mechanism with a flattering label. The institutional cost of this approach is significant: high application volumes with low sanction rates, a credit team spending time on applications they will decline, and borrowers who applied and were rejected — a relationship-damaging experience that a genuine pre-approval would have prevented entirely.
Genuine pre-approval means the underwriting is done before the offer is sent. The borrower's FOIR at the offered amount has been calculated from their verified current income. Their CIBIL score as of today has been confirmed above threshold. The proposed facility has been checked against the product's LTV requirements. Every product-specific rule the credit policy contains has been applied. If the borrower accepts the offer and provides the minimal documentation required, the sanction follows as a matter of process rather than a new credit decision.
The eligibility gate: 15 checks for an MSME working capital top-up
What happens when the eligibility gate blocks an offer
| Fail reason | How often it fires | What the AI does | Is a campaign sent? |
|---|---|---|---|
| FOIR ceiling breach at proposed amount | ~28% of triggered accounts | Recalculates maximum eligible amount at the FOIR ceiling. If max ≥ ₹2L, sends a smaller offer. If max < ₹2L, suppresses entirely. | Sometimes — at reduced amount |
| CIBIL below product minimum | ~12% of triggered accounts | Checks if a secured product (LAP) is available for this borrower that has a lower CIBIL minimum. If yes, switches product recommendation. If no, suppresses and sets 6-month re-check. | Sometimes — different product |
| DPD 30+ in last 24 months | ~8% of triggered accounts | Suppresses all cross-sell outreach for this account until 24 months of clean repayment have elapsed post the DPD event. No exception. | No — hard block |
| Loan vintage below 12 months | ~18% of triggered accounts | Suppresses the campaign and sets a re-trigger at the 12-month mark. The trigger that fired (e.g., EMI calculator use) is logged — if the same trigger fires again after 12 months, the eligibility gate runs again. | No — re-queued at 12M |
| Active restructuring / moratorium | ~3% of triggered accounts | Hard block on all cross-sell outreach while restructuring is active. The account is flagged for post-restructuring review — if it completes successfully, a cross-sell campaign is reconsidered at the 12-month post-restructuring mark. | No — hard block |
The 52.8% of triggers that are blocked by the eligibility gate are not wasted — they are the institution's integrity
It would be easy to lower the eligibility threshold — to send campaigns to borrowers with slightly below-threshold CIBIL scores, or to skip the FOIR recalculation and send the offer at the face amount regardless. Each of those compromises would increase the number of campaigns sent and increase the number of applications received. It would also increase the number of applications declined, the number of borrowers who feel misled, and the number of relationships damaged by a promise the institution could not keep. The Cross-Sell Campaign Agent AI's 15-check eligibility gate is not a conversion rate suppressor — it is the mechanism that ensures every conversion is a genuine one, every offer can be honoured, and every borrower who accepts a cross-sell offer receives what they were promised.