Science · AgBench

An evaluation of hard agronomic questions.

AgBench is our evaluation of hard agronomic questions, posed as hypothetical field scenarios.

01 · POSED

Hypothetical field scenarios

Each item is a question an advisor might bring, set in a hypothetical field rather than a real one.

02 · LOGGED

The tools are on the record

Each answer is logged with the tools Fieldhand called, so the reasoning can be checked against the arithmetic.

03 · SCORED

Two judges per answer

Two LLM judges score each answer for diagnosis, action, rate and safety, and each item is run more than once.

Why no items yet

Items and results, together.

We’ll publish items and results together when the evaluation is complete, including the ones where Fieldhand loses. Until then, this page shows no items and no scores.

What a published item will show

  • The question, as posed
  • The tools Fieldhand called
  • The answer, as logged
  • How the judges scored it

Want to take part?

Researchers and industry groups are welcome to talk with us about AgBench.