Case studies

How does GovAIaaS work on real questions?

A case study should show the question, inputs, method, evidence, weak links, uncertainty, permission-to-rely, outcome and limitations.

Published: 25 July 2026Updated: 25 July 2026Status: Research and Pilot ReleaseAuthor: Walter Shepherd

Published case

Climate Claim Audit

Decomposes “CO₂ causes climate change” into eight component claims, then compares independent AI audits using one structured template.

claim decomposition
transformation depth
alternatives and uncertainty
weakest necessary component
permission-to-rely

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Published method example

Candidate Mechanism Discovery

Shows how AI may expand a causal hypothesis space while governance controls testing and reliance.

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Method pattern

One Claim / Four-AI Comparison

Uses the same audit template across multiple AI systems to examine convergence, divergence and repeated weak links.

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Pilot candidate

Policy Claim Audit

Proposed case format for testing a public policy claim, its evidence chain, alternatives and implementation consequences.

Propose a pilot

Related system

IP Claim Governance

GovIP Assurance applies claim decomposition and evidence judgement to invention, prior art, attribution and originality questions.

Visit GovIP Assurance

Case-study reliance note

Examples illustrate a method and do not establish that the same conclusion transfers to another claim, domain, jurisdiction or consequence level. Each new application requires a fresh scope, evidence register and permission-to-rely assessment.