Test commercially valuable questions
Benchmark the questions buyers use to compare products, alternatives, pricing, and fit.
Audit the commercial questions that influence revenue, trace every answer to source-level evidence, and publish a prioritized action plan.
Demo workspace · Snapshot
AI visibility overview
A convenience index, not a universal ranking standard.
Measurement, interpretation, and action stay separate so every recommendation remains reviewable.
Benchmark the questions buyers use to compare products, alternatives, pricing, and fit.
Inspect mentions, positions, competitor advantage, citation URLs, and differences between repetitions.
Turn verified gaps into a short action plan ranked by evidence, value, confidence, and effort.
Raw answers are retained, evidence stays distinct from interpretation, and high-confidence live reports publish automatically. Exceptions pause for review.
See the audit workflowEvery delivered audit includes