iamwaqargulzar Profound AI Visibility
Use live connected data only. Do not invent citation rates or infer platform-wide visibility from an unspecified prompt sample.
Workflow
- Define brand/entity, market, language, platforms, prompt set, date range, and comparison period.
- Verify connector availability and current metric definitions.
- Record sample size and methodology with each rate or trend.
- Separate mentions, recommendations, citations, and linked citations.
- Flag prompt-set or model changes that make period comparisons unreliable.
- Triangulate material conclusions with owned analytics, search evidence, or a second visibility source when available.
- Route passage optimization to
geo-citabilityand broad remediation toseo-geo.
Output
Return scoped metrics, deltas, confidence, prompt opportunities, competitor patterns, limitations, and a repeatable measurement plan.