Tolbi · AI · 2025 — 2026
Putting an LLM on farm data without leaking it
AI features on top of agronomic data, built in three iterations, with reports that keep working when the model doesn't.
- 3
- iterations: RAG → agent → MCP
- FR / EN
- PDF reports with LLM narrative
- 0
- IDs leaked through error messages
I added the AI layer to the platform step by step, so users can ask questions about their own farms and get answers grounded in their figures, without one customer’s data ever reaching another.
The bilingual PDF reports use the model for the narrative and fall back to plain figures if it’s unavailable, so a report never fails because of the AI.