From unknown visibility to an evidence-backed action plan.
The platform automates the repetitive audit work and keeps the judgment where it belongs: with a reviewer who can assess evidence, confidence, and commercial context.
- 01
Map the commercial question set
We crawl the company site, confirm the brand entity and competitors, and score candidate prompts for intent, relevance, differentiation, and business value.
Output
5 approved questions for the founding audit
- 02
Run controlled provider benchmarks
Each approved question is tested by provider, model, country, language, and repetition. Every raw answer and source URL is retained.
Output
Comparable, reprocessable raw evidence
- 03
Extract visibility and accuracy
The system identifies mentions, recommendations, positions, citations, entity confidence, inconsistent claims, and competitor advantage.
Output
Transparent metrics with confidence
- 04
Explain the recommendation gap
Website evidence, competitor pages, and repeated citation patterns reveal technical, content, pricing, proof, and authority gaps.
Output
A defensible reason for every finding
- 05
Review, prioritize, and publish
An administrator edits or rejects low-confidence findings, approves the action plan, and publishes the web, PDF, and CSV report.
Output
Three to ten actions worth doing first