How it works
A documented path from buyer prompt to visibility decision
Vislyt captures the inputs, outputs and detection evidence needed to interpret AI visibility without pretending the result is universal.
1. Define what buyers ask
Create prompts by topic, market, language and intent. Use research suggestions or add the exact commercial questions your team cares about.
2. Run enabled providers
The worker executes prompts outside the HTTP request, records model and cost details, retries safely and never scrapes consumer AI interfaces.
3. Detect brands and sources
A deterministic pipeline normalizes text, matches aliases, reads list order and extracts structured or response-level citations.
4. Calculate directional metrics
Position weights produce visibility and Share of Voice. Every aggregate remains linked to the prompt runs used.
5. Prioritize and report
Turn prompt losses, citation gaps and site issues into recommendations, briefs, articles and client-ready reports.
Start with evidence you can inspect.
Run a free visibility check first, or start a 14-day trial to build a repeatable tracking workflow.