Evaluate the evidence model before standardizing the tool.
Certiv Core can be evaluated today as open-source, local-first software. It is not an enterprise SaaS product. Adoption decisions should separate the usefulness of the receipt format from the controls your organization must operate around it.
Test whether receipts make declared computations easier to inspect. Keep methodological review, research ethics, provenance review, and independent reproduction as separate processes.
Pilot on synthetic or publishable data first. Measure whether teams can understand the receipt, reproduce the environment, and diagnose an intentionally changed input.