Portfolio / ticket-size proof
Lakshmi Devi G. · dairy case
The same fabric, applied to a ₹1.60 lakh request in Gudupalle. No bureau file is not the same thing as no evidence.
New to credit · simulated
Borrower
Lakshmi Devi G.
38 · Gudupalle
Request
₹1.60 lakh
KCC-AH + investment credit
Livestock
3 crossbred cows
Chaff cutter + feed
Bureau
No file
New to credit
26-month milk-society pouring record
Seasonality stays visible. The model does not flatten a real production cycle into a monthly average.
Jun 24
32
litres/day
Settled
Jul 24
34
litres/day
Settled
Aug 24
35
litres/day
Settled
Sep 24
33
litres/day
Settled
Oct 24
30
litres/day
Settled
Nov 24
27
litres/day
Settled
Dec 24
25
litres/day
Settled
Jan 25
24
litres/day
Settled
Feb 25
26
litres/day
Settled
Mar 25
29
litres/day
Settled
Apr 25
31
litres/day
Settled
May 25
28
litres/day
Partial
Jun 25
30
litres/day
Settled
Jul 25
33
litres/day
Settled
Aug 25
35
litres/day
Settled
Sep 25
34
litres/day
Settled
Oct 25
31
litres/day
Settled
Nov 25
27
litres/day
Settled
Dec 25
24
litres/day
Settled
Jan 26
25
litres/day
Settled
Feb 26
27
litres/day
Settled
Mar 26
30
litres/day
Settled
Apr 26
32
litres/day
Settled
May 26
29
litres/day
Partial
Jun 26
31
litres/day
Settled
Jul 26
33
litres/day
Settled
Conflict carried forward
Two months do not reconcile
The pouring record and society payment ledger disagree in May 2025 and May 2026. The fabric flags the mismatch rather than smoothing it into an approval.
Pouring record
Present
Present
Payment ledger
Partial
Partial
Evidence-backed recommendation
₹1.60 lakh
Recommend subject to a human review of the two flagged settlements, with repayment aligned to milk payment cycles.
Repayment follows the milk cycle, not calendar EMIs
Society settlement
Deduct / collect when the milk payment lands
Low-output months
Use the visible seasonal trough to size the buffer
Human exception
Hold the two mismatched settlements for review
Collateral context:
No bank in this room can afford four hours of a credit officer's time on a ₹1.6 lakh loan. That is not a values problem. It is an arithmetic problem. This changes the arithmetic.