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I built a free AI-powered relocation tool comparing 95 co...
VachmiVibe · 2026-06-21 · via DEV Community

VachmiVibe

The Problem

I was researching international relocation and found the existing
tools deeply frustrating:

  • Numbeo is the gold standard but costs $260/month for API access
  • Most comparison sites cover 20–30 countries at best
  • Nothing gives you a personalised recommendation based on YOUR priorities

What I Built

Placemappr (placemappr.com) is a free relocation research platform:

  • 95 countries with composite relocation scores
  • 668 cities with weather, air quality and quality of life data
  • AI-powered 6-question quiz matching you to your top countries
  • Currency and live exchange rates
  • Political stability ratings with context (World Bank WGI data)
  • Government type, languages spoken, major religions per country
  • Blog with data-driven expat guides

Everything is free. No paywalls.

Tech Stack

  • Next.js 15 + TypeScript + Tailwind CSS v4
  • Supabase (PostgreSQL + Auth)
  • Groq API for AI matching (free tier — llama-3.3-70b-versatile)
  • Vercel for hosting
  • Open-Meteo for air quality (free, no API key needed)
  • OpenWeatherMap for city weather

Total infrastructure cost: $0/month

Data Sources

  • Country scores: WhereNext (CC BY 4.0 — World Bank, WHO, OECD data)
  • Cities: SimpleMaps free database (668 cities, population > 1M)
  • Political stability: World Bank WGI with disclaimer explaining the index measures physical security perception not democratic strength
  • Exchange rates: ExchangeRate-API (free tier)

Interesting Technical Challenges

Token limits with Groq: Sending all 95 countries to the LLM
exceeded the 12,000 token/minute free tier limit. Solution:
pre-filter to 25 most relevant countries based on budget and
region before sending to Groq. Dropped from ~12,500 to ~3,000
tokens per request.

City data without Teleport: The popular Teleport API is now
defunct. Derived city quality scores from country-level data
with population-tier adjustments instead.

REST Countries API redirects: Returns 301 redirects that
Node.js doesn't follow by default. Replaced with a hardcoded
currency map for all 95 countries — more reliable anyway.

Revenue Plan

Currently $0. Planning:

  1. Google AdSense (high CPC finance/relocation category)
  2. Affiliate links (Wise, SafetyWing, NordVPN)
  3. Premium tier (detailed reports, cost alerts)

Current Status

  • Live at placemappr.com
  • 23/766 pages indexed by Google so far (new domain)
  • Working on backlinks and content to speed up indexing

What I'd Love Feedback On

  • What data would make you actually use this for a relocation decision?
  • Is the AI quiz useful or gimmicky?
  • What countries or cities are missing that matter to you?

Happy to answer any questions about the tech stack or data!