What AIRIN can and cannot conclude

What AIRIN can support

• Identify what a vendor's published policy documents say about prompts, outputs, training use, commercial use, retention, tier differences, subprocessors, confidentiality, governing law, and related risk surfaces.
• Show the exact clause, structural citation, source URL, snapshot hash, and retrieval context behind a published finding.
• Compare terms across platforms and tiers when the source documents contain enough verified language to support the comparison.
• Detect policy changes, stance changes, and higher-risk clause patterns across archived snapshots.
• Generate informational reports that procurement, privacy, security, and counsel can use as diligence workpapers.

What AIRIN cannot support

• Provide legal advice, legal opinions, or a final compliance determination for your organization.
• Guarantee that a vendor's public policy reflects private contracts, negotiated DPAs, enterprise addenda, or undisclosed internal practices.
• Infer facts that are not present in verified source documents or canonical clauses.
• Decide whether your planned use is lawful, acceptable under a vendor contract, or safe for regulated data.
• Replace review by qualified counsel, security, privacy, procurement, or records-retention owners.

How to read a risk label

A risk label is AIRIN's informational interpretation of published policy language under a versioned rubric. It is not a statement that the vendor is unlawful, unsafe, or unsuitable for every use case. The underlying quote is the primary evidence; the label is a triage aid.

When AIRIN refuses to answer

Ask and machine endpoints should refuse or narrow a question when the verified corpus does not contain enough evidence. That refusal is part of the product. AIRIN should not fill gaps with plausible guesses, vendor reputation, marketing pages, or model priors.

Recommended use

Treat AIRIN as a diligence layer: use it to find clauses, preserve citations, compare vendors, identify policy movement, and prepare focused questions for counsel or a vendor security/legal review. For contract negotiation, regulated-data deployment, or a go/no-go compliance decision, review the underlying documents and your private agreements with qualified advisors.