Field Agent — AI Crop Advisor
Overview
A Gemini-powered autonomous AI agent that farmers can text or call to get real-time, data-driven crop management recommendations with cost estimates.
Key Features
Autonomous sense-reason-act-notify loop powered by Gemini 2.5 Flash
Real-time weather data via OpenWeatherMap API
Satellite-derived crop health (NDVI) from USGS Landsat imagery
USDA soil profile integration for field-specific advice
SMS/WhatsApp delivery via Twilio
Live voice conversations via ElevenLabs Conversational AI
Dollar-cost estimates and urgency levels for every recommendation
Tech Stack
PythonDjangoNext.jsGemini 2.5 FlashTwilioElevenLabsGoogle CloudOpenWeatherMap API
Detailed Description
Field Agent closes the loop between free government data and real farm decisions. A farmer sends one message — "How's my field looking?" — and the AI agent autonomously gathers live weather, satellite crop health (NDVI), and USDA soil data, then returns a specific action plan with cost estimates. Built for the 86% of US farms that are small family operations with no access to precision agriculture tools or advisory services.