Buyer matching agent

This agent identifies, evaluates, and negotiates with buyers to find the best possible deal for a farmer based on crop type, location, and offer quality. It monitors buyer databases and APIs, shortlists the best offers using real-time logic, and handles negotiation prompts using LLM-based function calling. It communicates suggestions back to the farmer and triggers downstream coordination once a trade is confirmed, without user intervention unless approval is needed.

The agent is part of an autonomous system that predicts crop prices, matches farmers with buyers, and manages end-to-end trade operations to improve profitability and reduce reliance on middlemen. It improves market access and increases revenue by up to 20% through competitive pricing and removal of intermediaries. Users include farmers and buyers, storage units, transport and logistics companies, government, NGOs, agri institutions, and investors. It is built with LangChain, Firestore, Cloud Pub/Sub, Cloud Run, and Dialogflow CX.