Fintech Pune 10 weeks to production

A 22-Person Fintech Startup in Pune Cut KYC Processing from 3.5 Hours to 11 Minutes

Document AI pipeline that extracts, cross-verifies, and scores KYC submissions against RBI-compliant rules in 11 minutes — versus the 3.5 hours a two-person verification desk was taking per application.

KYC processing time

3h 30m → 11 min

95% faster

Industry

Lending / NBFC

Location

Pune, Maharashtra

Timeline

10 weeks to production

Client: A 22-person fintech startup in Pune building a lending platform for Tier-2 cities. Client name withheld per engagement agreement — industry, scale, and outcomes are verbatim.

The Challenge

▸Three compounding tools — Claude Code for business logic, GitHub Copilot for general coding, Cursor for review — each charging per-user, none aware of the startup's credit-scoring logic or RBI compliance layer.
▸Two senior engineers had effectively become full-time reviewers of AI-generated code rather than builders.
▸KYC verification desk was the operational bottleneck — applications came in faster than the team could verify them, pushing approvals from 24h to 72h during promotion periods.
▸False-positive flag rate on the rules engine was 18%, meaning nearly one in five genuine applicants got held for manual review.

What We Built

1Built a document intelligence layer that ingests Aadhaar, PAN, bank statements, and income proof in any combination of formats (image, PDF, scanned).
2Cross-verification against public Digital India APIs (where available) plus a confidence-scored internal risk model trained on the startup's own historical approval outcomes.
3Compliance-aware flagging: any submission with RBI red-flags routes immediately to a named human reviewer with the specific flag surfaced — no silent auto-denial.
4Audit trail: every decision, model version, and input document is retained with cryptographic integrity for 7-year regulatory retention.
5Dashboard for the compliance officer showing model drift, override patterns, and queue health in real time.

Measured Outcomes

3h 30m → 11 min

Average KYC processing time

95% faster end-to-end

18% → 4%

False-positive flag rate

Fewer genuine applicants held

72h → 6h

Application-to-decision time

During promotional surge periods

3 → 1

Dedicated verification headcount

Two engineers redeployed to lending-product work

Technologies Deployed

Document AI with layout-aware extraction
Custom LLM for document reasoning (fine-tuned on Indian KYC edge cases)
DigiLocker + Digital India API integrations
On-prem deployment for data sovereignty

Services Used

Nlp Custom Gpt Solutions Ai Powered Erp Tools

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