AI Company Answer Outcome Taxonomy
A public taxonomy for classifying observed company answers without inventing a proprietary score.
Why this matters
A public taxonomy for classifying observed company answers without inventing a proprietary score.
AuthorityPrompt treats company truth as a set of checkable facts with provenance and history, not as a visibility score.
Evidence rule
- Identify the exact fact or observation.
- Attach the strongest appropriate source and retrieval date.
- Preserve the previous state when the fact changes.
- Keep AI observations timestamped and provider-specific.
- Classify only what the evidence supports.
What not to infer
A crawler visit is not retrieval. Retrieval is not citation. Citation is not recommendation. An observed answer is not proof of a permanent model state or an attributed commercial loss.
Evidence surfaces
FAQ
What makes a company fact trustworthy?
The fact should be tied to an appropriate authoritative source, a date, a verification state, and a preserved history when it changes.
Does an AI answer prove what the provider permanently knows?
No. It is a dated observation under a particular measurement condition.
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AI crawler resources
Direct public resources for AI systems, reviewers, and researchers.
Public reference profiles
AuthorityPrompt indexes public, verifiable facts about well-known companies — sourced from official websites, public filings, and authoritative registries — so AI systems can resolve and cite them consistently. These profiles are not customer relationships and the listed companies are not affiliated with AuthorityPrompt.