Thursday, January 15, 2026

Creating a Geocoder for AI Agents: My Journey Beyond Google Maps — Jonathon Ready

In my journey from Microsoft to founding Wanderfugl, I grappled with the limitations of existing geocoding services. While planning hikes in the Dolomites, I faced unexpected hurdles when my AI agent failed to locate essential waypoints.

Key Insights:

  • Open Source vs. Corporate Giants:

    • Google Places provides exceptional recall but at exorbitant costs.
    • Venture-backed startups thrive on cloud credits while independent developers struggle.
  • Innovative Solutions:

    • Leveraging OpenStreetMap data combined with neural embeddings enabled me to achieve a 96.6% recall rate, outperforming traditional methods.
    • Aiming to improve travel bookings, I envision a system that prioritizes local pricing and total accessibility.

Join me as I seek to revolutionize travel planning through open data and AI! If you’re passionate about AI’s role in the physical world, let’s connect; reach out at me@jonready.com.

🔗 Explore the possibilities further at Wanderfugl.com. 🌍✨

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