FBN Partners With Google to Connect Farm AI Advice With Buying and Selling

A farm’s yield forecast could become the starting point for a grain-marketing decision, rather than another answer in a chatbot. Farmers Business Network and Google’s AI Futures Fund announced a partnership this week to build an AI “Context Engine” for that connection. FBN says the system will bring farm records and commercial tools together through Norm, its existing AI advisor.

Google will give FBN early access to its most advanced models and model-development expertise. FBN will test them on complex agricultural reasoning, including tasks involving geographic information and weather. The agreement is a development partnership, with features rolling out in stages—not the delivery of a complete system that can already run a farm’s commercial activity.

A farm’s records become shared context

The Context Engine is intended to assemble a continuously updated picture of a farm: soils, crops, equipment and finances, alongside local weather and markets. Those records would supply the background an AI needs to answer questions about a particular operation. FBN says Norm will use the engine and route tasks across multiple models, rather than rely on one model for every question.

FBN already has substantial pieces of that information. Its Acre Vision tool has analyzed 15 million land parcels. Gradable, its grain-marketing platform, provides pricing at 15-minute intervals across about 6,000 grain-buying locations. Seed Finder holds performance data on 6,000 hybrids. The proposed engine is meant to connect these tools so a question can draw on more than one dataset.

Norm launched in 2023 and now serves FBN’s network of more than 140,000 members. Farmers’ questions helped shape the new approach: one Arkansas grower asked for a five-year rotation for cotton, soybeans and rice that accounted for inputs, production costs and markets. FBN’s cofounder says requests like that require structured data behind the AI, not just a product recommendation.

A farmer can analyze their agronomic program, and then an agent can assist the farmer with an immediate product selection and purchasing decision.

Charles Baron, FBN cofounder, speaking to AgFunderNews

Advice comes before execution

Baron told AgFunderNews that the first personalized Norm features are reaching early test users now, with a broader rollout expected this fall. FBN’s fall plan includes daily, farm-specific insights, with early product experiences expected by the end of harvest. These are the first steps toward the integrated system, not the full commercial-execution vision.

By spring, FBN aims to help farmers carry out actions such as buying products, receiving payments and qualifying for sustainability programs. Farmers would be able to speak to Norm, request advice and then ask it to act. FBN puts complete farm-system integration on a longer, 12-to-24-month horizon. Third-party developers are also expected eventually to build on the engine.

The data boundary stays with FBN

Baron says Google will not have access to farmers’ data and FBN will remain its custodian. He also says individual farm data is not visible to other members, shared insights appear only in aggregate, and FBN does not sell personal information or access to it. Those are FBN’s assurances about the partnership, including how it handles information within its own network.

Where data sharing enters the service

• Membership is free; commerce, finance and grain marketing do not require farmers to share data.
• Benchmarking, yield predictions, Seed Finder and the AI layers built on those tools do require farm data.
• Growers can opt to assign verified practice data to a supply-chain contract to earn a sustainability premium.