Property management, AI assistant that answers about any property, citing the exact document

Context

A property management client (identity confidential by contract) manages tens of properties with contracts, inventories, bylaws and property-specific clauses. Every time an owner or the manager had a question, “does the community allow pets?”, “what deposit was agreed?”, “is cleaning included?”, someone had to search manually in the PDF contract and annexes.

Solution

AI assistant over the full documentary knowledge base (contracts, bylaws, communications, property-specific clauses):

• RAG over internal documents, the assistant finds information in seconds over the client’s real document corpus.
• Always-referenced answers: each answer cites the source, “Lease agreement, clause 12.3, page 4”, and shows the exact line.
• Two access profiles: owner (only their properties) and manager (all).
• Humans-in-the-loop: if the AI doesn’t find enough info, it says so and doesn’t invent.

Stack: LLM with function calling + embeddings + indexed knowledge base + role-based access control.

Result

• Queries that used to take 10–20 minutes of manual searching now resolve in seconds.
• Full traceability: every answer auditable back to the source document.
• Owners self-serve 24/7 without saturating the manager.

Replicable pattern

Any business with dense document archives where the team loses time searching: law firms, accountancy firms, condo administrators, clinics with extensive protocols, real estate with per-property rules.