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An AI chatbot that automated 80% of loan applications

A community-lending platform needed to process loan applications faster without adding reviewers. We built the chatbot that took the manual step out.

TELL US WHAT YOU ARE BUILDING
Community lending platform, Asia

The problem

The platform runs peer-to-peer lending pools for members who have limited access to traditional financial services. Every loan request went through manual review in two languages, which capped how many applications the team could clear in a day and slowed the exact members the platform exists to serve.

What we built

  • A bilingual (Japanese/English) NLP chatbot that answers loan inquiries, runs automated eligibility assessment, and moves applications through processing with minimal manual review.
  • Automated risk assessment for the peer-to-peer lending pools, with flexible repayment scheduling built around real community lending patterns.
  • Compliance checks and audit trails built into the transaction flow itself, to meet the host country’s financial regulatory requirements from day one.

Stack

ReactWebSocketsNode.jsExpressMongoDBJWT / OAuth 2.0

Scale & result

80%
of loan applications automated
Days → minutes
processing time
Thousands
of community members served

The chatbot now handles the first pass on eligibility and paperwork for most applications, so the review team spends its time on the applications that actually need a human judgment call instead of re-keying the ones that do not.

Tell us what you're building.

The problem, roughly what you think it needs, and where the data lives today. We will tell you what we would actually build — including when the answer is less than you asked for.

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