Farmer Help

Multilingual Farmer Advisory

This is the flagship demo flow: a farmer in Yavatmal asks in Marathi about fertilizer timing. The system simulates voice input, reasons across NDVI, weather, soil, and pest signals, then returns the answer in the same language.

Simulated Voice Input

A Marathi voice-note demo populates the farmer query field and runs the full pipeline automatically.

माझ्या कापूस पिकावर पिवळे डाग पडत आहेत. खत कधी द्यावे?
यवतमाळमध्ये सध्याच्या हवामान आणि मातीच्या स्थितीनुसार कोरड्या दिवसात विभाजित नायट्रोजन द्या. कीड तपासणी करा आणि KVK शी संपर्क साधा.

The live page also shows the four agent steps, per-agent confidence badges, SMS advisory, institutional report, and a direct audit link.

Visible Guardrails

Escalation Demo

The page includes a one-click escalation path. When confidence drops below threshold, the UI switches to a high-visibility refusal state: Escalated to KVK agronomist. No recommendation fabricated.

  • 4 sequential agent steps stream live via SSE
  • Per-agent confidence is shown on the step cards
  • Final output includes SMS advisory, risk score, model route, and audit trace