Agrotech and cooperatives

Your farm’s own AI.

Day-by-day advice from a farm’s own soil, weather and harvest data.

Farmland from above, rows of crops on both sides of a lane, a farmhouse and one tree
Eigna FLM AdviceRuns hybrid
Should we spray the north field this week?

Not before Thursday: rain is forecast for Tuesday and Wednesday 1, and the last scouting report found pressure below your threshold 2.

  1. 1Weather forecast, farm station
  2. 2Scouting report, north field

Illustrative

Tasks to start with. A Test Lab takes one.
3
Its Formula
FLM
To roll back to the last release, by design
60 s
Eigna Hybrid. Data stays in the region you choose.
Hybrid
A researcher writing up field notes at a lab bench

The work that cannot leave

A farm’s data is its know-how. A cooperative can share one Formula while each member owns its model.

  • Soil and field data
  • Weather history
  • Harvest records
  • Members’ records

Where it runs, for agrotech

Eigna Hybrid

Data stays in the region you choose.

Small experts on the farm’s or cooperative’s machine; the main expert on a GPU in your region.

Prompts for the main expert travel over mutual TLS, with no prompt logs by default.

The first expert

Three tasks to start with.

Advice and decisions approved by the farmer or agronomist.

Illustrative questions and answers
01

Field advice

From the farm’s own soil, weather and harvest history.

Eigna FLM AdviceRuns hybrid
Should we spray the north field this week?

Not before Thursday: rain is forecast for Tuesday and Wednesday 1, and the last scouting report found pressure below your threshold 2.

  1. 1Weather forecast, farm station
  2. 2Scouting report, north field

Learns from · Advice your agronomists approved.

02

Yield forecasts

Tested on seasons the model never saw.

Eigna FLM ForecastRuns hybrid
What wheat yield should we expect this season?

Close to your five-year average 1, with a wider band for the late sown fields 2.

  1. 1Harvest records
  2. 2Sowing dates and soil data

Learns from · Past seasons and the forecasts the cooperative accepted.

03

Cooperative questions

Answers from the cooperative’s own guides and records, in the local language.

Eigna FLM AnswersRuns hybrid
Which form do members need for the new hedgerows?

The landscape measure form, due at the end of the month 1. The cooperative’s guide has a filled example 2.

  1. 1Subsidy guide
  2. 2Members’ handbook

Learns from · Answers the cooperative’s advisers gave.

The proof we will measure

A metric, a baseline and a sealed test, agreed before we start.

We measureForecast error, and advice approved
AgainstLast season’s method
OnSeasons the model never saw

The target is set with you before the Test Lab starts. If the expert does not beat your baseline, you keep the report.

17.8%

Our first training run cut forecast error 17.8% against its base model. It is not yet ahead of a simple last value baseline, and we publish that too.

Rules in plain words

What the rules ask, and what every release gives you.

  1. 01

    Each member owns its model

    The cooperative shares the Formula. Each farm’s model learns only from its own approved data.

  2. 02

    No data moves between members

    One member’s fields never train another member’s model.

  3. 03

    Tested on unseen seasons

    A forecast goes live only when it beats last season’s method on seasons it never saw.

Agrotech and cooperatives

Each member owns its model.

The cooperative shares one Formula. Each farm’s model learns only from its own approved data, and one member’s fields never train another’s.

The seven crossings of the Figure cast by the sun on a limestone wall

Agrotech: questions and answers

Does every farm need its own hardware?

No. Small experts can run on a machine at the farm or the cooperative, with the main expert on a GPU in your region.

Who owns the model?

Each member owns its own model, with a Model Deed. The cooperative shares the Formula: the method, the tests and the graders.

Which languages?

The language your members use, tested on the cooperative’s own guides and past answers before release.

Test Lab

Request a Test Lab for agrotech.

One task, your data, a sealed setup, about four weeks. If the expert beats your baseline, the test set becomes your first release gate. If not, you keep the report.

  • RouteThrough cooperatives and agricultural associations.
  • Watch forSeasons are slow. A forecast can only be tested on seasons it never saw, so we start where records go back furthest.
  • ReplyWithin two working days, from a founder.
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