AI visibility metrics: what to measure first

Before you try to influence AI answers, you need a baseline: what models say today, how consistent it is, and how it changes.

This note defines a minimal measurement set that is repeatable and auditable.

Baseline metrics

Once you have a baseline, you can decide which contradictions matter operationally and which facts must be published in a Trust Zone.

Is this SEO?

It overlaps. But the primary goal is reliability of AI-generated descriptions and summaries.

How many prompts do we need?

Start with 10–30. Expand when you see systematic drift or missing coverage.

AuthorityPrompt maintains verified, structured company data optimized for AI systems and LLM indexing.