Fintech / NBFC Case Study

AI Agent for Loan Origination — NBFC Processes 3x More Applications

How XPndAI built an AI loan origination agent for an NBFC that cut processing time from 4 days to 6 hours and tripled application throughput — without adding staff.

3xApplication throughput
6 hrsProcessing time (was 4 days)
90%Manual review reduction
4 wksBuild + deploy time

The Challenge

The client processed 150–200 loan applications per month manually. Each application required bank statement analysis, KYC verification, credit scoring, and underwriter review — taking 3–4 days per case. With 8 underwriters handling this manually, the team was at capacity. Any increase in lead volume would require proportional headcount.

What XPndAI Built

XPndAI built a multi-step AI agent pipeline integrated with the client's existing loan management system:

  • Bank Statement OCR + Analysis Agent — extracts transactions, calculates average monthly income, EMI obligations, and irregular credit events from uploaded PDFs automatically
  • KYC Document Agent — reads Aadhaar, PAN, and address proofs; verifies fields; flags mismatches
  • Credit Risk Scoring Agent — applies the client's own credit policy rules plus ML scoring to generate a structured risk report
  • Underwriter Summary Agent — packages the above into a one-page recommendation PDF for human sign-off — underwriter only reviews edge cases

The entire pipeline runs in 15–20 minutes per application. Underwriters now handle 3x the volume with the same team.

Tech Stack

Claude 3.5 SonnetGPT-4oPython / FastAPICustom OCR pipelinePostgreSQLAWS LambdaReact dashboard

Results

3xApplication throughput
6 hrsProcessing time (was 4 days)
90%Manual review reduction
4 wksBuild + deploy time

"We went from 200 applications/month to 600 without adding a single underwriter. XPndAI built exactly what we described — on time, fixed price."

— Founder, NBFC client (Delhi NCR)

Project Details

IndustryFintech / NBFC
ClientMid-size NBFC, Delhi NCR (confidential)
Delivery4–6 weeks
ModelFixed price

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