AI operations tool for a Polish real-estate agency

Smart property matching, LLM lead triage, viewing-route optimisation, automated valuations and CLIP visual search — over one map, on a 100% free stack.

• 🔎
  Smart matching

  Hybrid retrieval — semantic + keyword + spatial, fused with RRF.
• ✦
  AI lead triage

  An LLM turns a free-text enquiry into a structured brief and matches it.
• 🚗
  Viewing routes

  Travel-time matrix (OSRM) + TSP to optimise a day of viewings.
• ◇
  Valuations & visual search

  Comparable-sales AVM and CLIP photo similarity.