Everything in a Techxot AVI report
Six parts, one report. Each is built from real answers collected from AI assistants, and each figure can be traced back to them.
Who AI names, and whose pages it trusts
We ask the questions a buyer asks before they have a supplier in mind. These never name your brand, so a mention is unprompted.
- Presence rate: the share of answers that name you
- Share of voice: your slice of all the brand mentions in your category
- Citation rate: the share of cited sources that are your own pages
- Breakdowns: by assistant, buyer persona and market
- Real excerpts: what the assistant said about you, and the sources behind it
Presence by assistant
Where you rank in AI answers, keyword by keyword
Each buyer question stands for a keyword. For every keyword we show your place among the tracked brands, by how often each is named and how early in the answer.
- Your rank and presence for each keyword
- The brands AI names most for it
- Whether your own pages were cited
- Keywords where AI does not name you at all
These are rankings in AI answers, not positions in a search engine.
Can AI read and cite your pages?
We fetch your key pages the way a crawler does and score each one out of 100 on yes or no checks, adjusted for the type of page.
- Fetchable and readable: crawler access, and text present before scripts run
- Answer-first structure: headings, direct openings, tables and lists
- Structured data: with a draft of what is missing
- Question coverage: whether the page answers what buyers ask
- Benchmark: the same checks on the pages AI cited for that keyword
The score measures how citable a page is. It is not a promise of citation.
Specific fixes, ranked by impact
The report ends with what to do. Each action states the evidence from the collected answers, what to change, and whether it is a content or a developer task.
- Get named for keywords where you are absent
- Move up where a competitor is named first
- Become the cited source where others tell your story
- Earn coverage on the third-party sites AI relies on
- Fix technical blockers on your own sites
Get named for "threadlocker adhesive"
Evidence. Named in none of the answers. AI names two competitors and cites three other sites.
What to do. Build a selector and comparison page on the product site, with torque charts and data sheets at stable addresses.
What AI says when buyers ask about you
Separately from visibility, we ask the questions that name you: comparisons with competitors, product checks, and due diligence on risks. Each answer is rated, low scores are flagged, and you see the claims AI repeats and where they come from.
What moved since the last report
From the second report on, you see headline metrics, rank per keyword, newly named competitors and new sources, compared with the previous period. Earlier actions are checked against the numbers they were meant to move.
From first call to tracked results
Set up
We research your market and agree the competitors, personas, keywords and questions with you.
Collect
Every question is asked on ChatGPT, Claude, Gemini and Perplexity with web search on.
Report
All numbers are computed from the saved answers. You get the report and a walkthrough.
Track
Collections repeat weekly, with every report in your portal and by email.