For educators, researchers, and advisors

Make the assumptions teachable, testable, and harder to overstate.

GridFlora provides a scenario framework organized by role for examining how site, farm, service, capital, market, and timing assumptions change an agriculturally integrated energy outcome.

Use the tool to interrogate the scenario

Instruction

Show how acreage basis, grazing density, breed, service scope, market pathway, and project timing affect the result.

Research design

Identify where evidence is absent, a user assumption is doing too much work, or a source specific to a state needs validation.

Advising

Help a farmer, project team, lender, or community distinguish a useful planning result from a claim requiring professional review.

Trace the result to its inputs and limits.

The implementation separates values drawn from sources, user entries, calculations, modeled scenarios, conflicts, and unresolved fields. That structure is intended to make correction and replication easier as the evidence base grows.

Method boundary: GridFlora does not provide licensed IMPLAN or REMI analysis, causal impact evaluation, verified environmental attributes, or a substitute for a cited research method. Use it to structure and disclose a scenario.