Prospect benchmarks
Give sales conversations a concrete starting point with a prospect-specific competitive gap.
For agencies
Bring answer-level evidence into pitches, roadmaps, and recurring reviews. Give clients more than another opaque score.

Fihrist helps agencies ground AI visibility work in evidence. Benchmark a prospect against competitors, explain the source and content gaps, turn the findings into a practical roadmap, and measure progress without relying on vague claims.
A useful agency deliverable connects each result to evidence, commercial relevance, an owner, and the next measurement. Without that connection, AI visibility is just another slide. It is not a service clients can act on.
Give sales conversations a concrete starting point with a prospect-specific competitive gap.
Keep every claim linked to the answer and source behind it.
Translate findings into content, PR, brand, and technical work.
Show what changed after the work went live.
Agree on the brand, competitors, audience, and client markets before measurement begins.
Run the same buyer questions across the same AI engines, with every finding linked to the answer behind it.
Turn the findings that matter into source, content, brand, or technical priorities, then measure again.
The product is designed around separate brand and competitor contexts so client work can be managed independently.
No. It provides measurement and evidence; the agency adds market knowledge, strategy, execution, and client judgment.
Yes. The reporting experience is designed to make the evidence and next actions understandable to stakeholders.
Request early access. We will help you define the market, competitors, and buyer questions worth measuring.
Request early access