Third-party references
Mentions and citations on sites an engine already trusts, including trade press, associations and industry resources.
AI visibility
If an AI answer names your category, does it name you?
A growing share of commercial research now ends inside a generated answer that lists two or three brands and moves on. Being absent from that list is a measurable condition, not a feeling, and it is worth knowing about before it becomes a revenue line.
Measurement
What we track, prompt by prompt.
We build a prompt set from the questions your buyers actually ask, run it on a consistent schedule and record what comes back. Same prompts, same cadence, so the trend means something.
- AI mentions
- AI citations
- Cited pages
- Brand visibility by query and prompt
- Competitor visibility
- AI share of voice
- Historical visibility changes
- Which sources are being cited
Platforms we may monitor
- Google AI Overviews and AI Mode
- ChatGPT
- Gemini
- Perplexity
- Copilot
- Other AI answer engines as supported
Platform coverage depends on what each product supports at the time of measurement. These products change frequently. We report what we can actually observe rather than what we would like to claim.
What moves it
Authority is still the lever.
Answer engines assemble responses from sources they consider credible. For AI visibility, where the mention lives matters most, so we target the sources answer engines actually cite: comparison and best-of articles, review platforms, trade press, industry directories and active communities.
Pages that answer cleanly
Content structured so a specific question is answered in a retrievable, unambiguous way rather than buried in a brochure.
Crawler readiness
Making sure the AI crawlers you permit can reach and parse the pages you want considered, without JavaScript walls or blocked paths.
Reporting
A number you can take into a board meeting.
Share of voice across your prompt set, tracked over time, with competitor visibility beside it and the specific sources being cited named. When it moves, you can see which sources moved it.
What the engagement covers. The contracted work, the qualification standards we agree with you, transparent reporting and verified placements. Search rankings and AI citations are controlled by external platforms and are outside the control of any provider, including us.
Get your AI baseline.
Before anything is optimized, it is worth knowing what the engines currently say when someone asks about your category. It takes one conversation to scope.