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Flat Hunt Comparison Agent

Paste rental listings and the agent compares them against your must-haves and commute.

Intermediate16h1–2 people16/20 fit
TL;DR

Build Flat Hunt Comparison Agent for students and young professionals moving cities in ~16h with 1–2 people. Stack: LLM + Maps API + Next.js.

Why it wins: Relatable and combines extraction with tool use.

Build flow

01 · Problem
Comparing dozens of listings with different formats and hidden costs is exhausting.
02 · Solution
Extract rent, deposit, area and amenities from listings, compute commute times and score each flat against the user's priorities.
03 · Build
  1. 1Extract fields from listing text
  2. 2Call a maps API for commute
  3. 3Score against preferences
  4. 4Render the ranking
04 · Demo
Paste five listings and show the ranked table with commute times.

MVP checklist

  • Listing extraction
  • Commute calculation
  • Priority scoring
  • Hidden cost flags

Tech stack

TechRole
LLMLanguage model
Maps APIRoutes + places
Next.jsFrontend + API routes

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