A pre-approved loan offer is not a marketing campaign — it is a credit underwriting decision delivered before the borrower applies. To tell a borrower they are pre-approved for ₹18 lakhs at 12.5% for 48 months, the institution must have already run the credit assessment, verified the eligibility, computed the FOIR headroom, and confirmed the product fit. Done correctly, the pre-approval converts at 3 to 5 times the rate of a generic offer because the borrower has nothing to fear from applying — they already know the answer. Done incorrectly — with a "pre-approved" offer that is subsequently declined at the application stage — it damages trust and compliance standing. The Pre-Approval Offer AI runs the full eligibility scoring before any offer is generated.
The difference between a genuine pre-approval and a marketing promise
In Indian lending, the term "pre-approved" is frequently used as a marketing label for what is actually a pre-screened offer — a low-bar check that the borrower is a customer in good standing, followed by a message saying they are "pre-approved," which then initiates the actual underwriting when the borrower applies. This is not a pre-approval — it is a solicitation with a flattering label. The borrower who responds and then discovers that the "pre-approval" was contingent on documentation and credit review that they did not pass has experienced the worst possible version of the institution's offer — enthusiasm followed by rejection.
A genuine pre-approval is one where the offer letter contains the actual terms the borrower will receive — the specific amount, the specific rate, the specific tenor — and where the only remaining step is document collection and disbursement. For this to be possible, the eligibility scoring must be done in full at the portfolio scan stage, not deferred to when the borrower applies.
The eligibility scan: what the Pre-Approval AI checks across the entire portfolio
The 5-factor eligibility scoring model
Repayment
track record
Consecutive on-time EMI payments — no DPD in the scoring window
The scoring window for a home loan top-up or MSME top-up is 12 months. For a personal loan top-up, the window is 24 months. Zero DPD for the full window: 30 points. DPD 1–29 (technical bounce, recovered same month) in one month of the window: 20 points. Any DPD 30+ in the window: 0 points — the borrower is excluded from pre-approval regardless of other factors. The DPD check is the hardest gate in the eligibility model.
FOIR
headroom
Current FOIR vs FOIR ceiling — the gap determines the maximum additional EMI the borrower can service
The FOIR ceiling is product-specific: 65% for MSME, 60% for home loan, 50% for personal loan. The current FOIR is computed from CBS (existing EMI) and the most recent bank statement (current income). The gap between current FOIR and the ceiling determines how much additional EMI the borrower can support — and therefore the maximum loan amount in the pre-approval. A borrower with FOIR 38% against a 60% ceiling has 22 percentage points of headroom — generous. One with 55% against 60% has 5 percentage points — minimal, limiting the offer amount significantly.
Loan
vintage
Minimum 12 months of loan history required — longer tenure receives higher points
A borrower who is 6 months into their first loan has insufficient history for a pre-approval. The minimum qualifying vintage is 12 months (full scoring window). 12–18 months: 10 points. 18–30 months: 15 points. 30+ months: 20 points. Longer vintage means more data — the institution's confidence in the borrower's payment behaviour is higher, and the pre-approval can be made with greater certainty.
CIBIL
score
Current CIBIL score pulled via bureau integration — minimum 680 to qualify
The CIBIL score provides an external view that the institution's own repayment record does not capture: the borrower's obligations to other lenders. A borrower who is paying the institution perfectly but has defaults at other institutions is not a pre-approval candidate. Minimum qualifying score: 680. 680–719: 7 points. 720–749: 11 points. 750+: 15 points. Improvement of 30+ points since origination adds 3 bonus points — rewarding demonstrated credit behaviour improvement.
Income
trajectory
Year-on-year income growth (bank statement or GST) — confirms the borrower's capacity is stable or improving
Income flat or declining: 0 points. Income growing 1–10% YoY: 5 points. Income growing 10%+ YoY: 10 points. This factor does not disqualify — a borrower with flat income who scores well on all other factors is still pre-approved, but at a more conservative amount. Growing income justifies a more generous offer amount because the institution's confidence in the borrower's future capacity is higher.
The pre-approval threshold is 70 points out of 100. A borrower who scores 70 or above is pre-approved. The pre-approval amount is determined not by the score but by the FOIR headroom calculation — the score determines whether the borrower qualifies; the FOIR determines for how much. A borrower who scores 95 but has only ₹3,000/month of FOIR headroom receives a smaller offer than one who scores 72 but has ₹18,000/month of headroom.
A worked eligibility score: Ananya Krishnamurthy
Ananya Krishnamurthy holds a home loan (LA-2025-9841, disbursed ₹42 lakhs, 36 months in). The Pre-Approval AI's November scan produces the following eligibility score:
The pre-approval score is a credit decision — not a marketing shortlist
Every borrower who receives a pre-approval offer from the Pre-Approval Offer AI has been through a complete eligibility assessment — DPD check, FOIR calculation, CIBIL pull, LTV verification, income trajectory review. The offer they receive reflects the actual terms they will be approved for, not a range that may or may not materialise at the application stage. The institution that can genuinely pre-approve is the institution that has done the credit work upfront — and the borrower who receives a genuine pre-approval is a borrower who will apply, because the hardest part is already done.