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Komsan Nipharat

Case study

Rental Agent Hub

LINE-first workspace that turns rental listing posts into matched leads for co-agents.

FIG.1Side project
Role
Solo builder
Stack
Next.jsMongoDBLINE LIFFS3LLM
Result
Matched rooms arrive in LINE instead of being searched for.

Problem

Co-agents scroll many groups for rooms that fit a client and copy listings by hand.

What I owned

Solo builder

What I built

  • Wrote the product and technical docs, then built the app.
  • Built LINE login, alerts, and share-to-client flows.

System shape

Next.js + MongoDB, LINE LIFF and Messaging API, scheduled collection, image pipeline to S3, and AI-assisted matching and dedupe. Written up as PRD, architecture, and ADRs before code.

What changed

Matched rooms arrive in LINE instead of being searched for.