Profound AI Visibility

Use live connected data only. Do not invent citation rates or infer platform-wide visibility from an unspecified prompt sample.

Workflow

1. Define brand/entity, market, language, platforms, prompt set, date range, and comparison period.
2. Verify connector availability and current metric definitions.
3. Record sample size and methodology with each rate or trend.
4. Separate mentions, recommendations, citations, and linked citations.
5. Flag prompt-set or model changes that make period comparisons unreliable.
6. Triangulate material conclusions with owned analytics, search evidence, or a second visibility source when available.
7. Route passage optimization to geo-citability and broad remediation to seo-geo.

Output

Return scoped metrics, deltas, confidence, prompt opportunities, competitor patterns, limitations, and a repeatable measurement plan.