Requirements and Guidance for Model Calibration, Validation, Uncertainty, and Verification for Soil Enrichment Projects

Climate Action Reserve

Before trusting an AI system on a farming or food task you need a way to check it. Requires soil carbon models to meet bias limits and 90 percent confidence coverage of 90 percent prediction intervals, checked by expert verifiers.

Models, data & tools
Research & scientific knowledge
Free
Self-hosted / on-premise · Downloadable
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QUICK INFO
SOLUTION TYPE
Models, data & tools
TECHNOLOGY CATEGORY
Benchmarks & evaluations
AREA OF WORK
Research & scientific knowledge
ACCESS
Free
DEPLOYMENT
Self-hosted / on-premise · Downloadable
SOURCE REVIEWED
August 17, 2026

What it helps with

  • What accuracy must a soil carbon model meet
  • Rules for validating a soil carbon model
  • Bias limits for carbon project models
  • Prepare a soil model for verification
  • Requirements for soil enrichment projects

Scope & audience

WHO IT'S FOR

Scientist / researcher · Developer / AI builder

AREA OF WORK

Research & scientific knowledge

COMMODITY / SCOPE

Cross-commodity

Access & technical details

ACCESS

Anyone can get it

INTERFACE

Dataset download

DEPLOYMENT

You run it yourself

LANGUAGES

Not stated by provider

Source information

This listing was compiled from publicly available source material. Verify current details with the provider.

PROVIDER DOCUMENTATION
Reviewed August 2026

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