One answer is not a measurement
Assistants answer differently each time and differently from each other. A screenshot from your phone is not a baseline.
AI visibility for your brand
You asked ChatGPT about your category. It named a competitor.
We ask your buyers' questions across four assistants and show when you're named, who's named instead, and which pages the answers cite.
Free. No account needed. About 60 seconds.
39.4%
−1.2 pt
- Lumen Analytics39.4%
- DataSpire56.3%
- MetricWave29.4%
Let's make Lumen Analytics show up more in AI answers.
Which pages would AI cite?Where does DataSpire beat us?
Ask about Lumen Analytics…
Visibility dropped 1.2 points. DataSpire took six prompts you used to win.
- tom's guide
- reddit.com
Share it as a page, a PDF or a public link.
Live today on the four assistants your buyers use
Free 7-check site auditTracking on ChatGPT, Claude, Gemini and PerplexityCompetitors named in the same answersPrompts grouped by topicThe sources each answer citesA brand agent that answers from your data
Why this matters
Buyers ask an assistant before they search. You can't see what it says.
A ranking report doesn't tell you whether ChatGPT mentions you, recommends someone else, or gets your product wrong. You need the answers themselves, on a schedule, with the sources.
Competitors win quietly
When an answer lists three brands and you are not one of them, nobody emails you. You find out from a lost deal.
Fixes need evidence
Which page did the assistant cite? Which question did you lose? Without that, 'optimise for AI' is guesswork.
Proof
Our own product, measured the way yours will be
We track our own product, Loomscribe, with Knownwise. These are its numbers as the product reported them, not a customer's.
Visibility
23%
Share of voice
38%
Average position
2.5
Recommended
6%
Claude
Speak AI
Fathom
atlassian.com
loomscribe.com
speakai.co
docsie.io
screenapp.io
How it works
From your URL to a weekly read on AI visibility
Start with a free audit of your site. Then track the questions that matter across four assistants.
- 01 / 04
Audit
Score your site
Seven checks on what an AI crawler can read: llms.txt, structure, metadata, structured data, robots rules. Free, no account.
- 02 / 04
Track
Run your buyers' questions
Add your brand and competitors. We ask ChatGPT, Claude, Gemini and Perplexity and record who gets mentioned and where.
- 03 / 04
Read
See who wins each answer
Mentions, position, sentiment and share of voice per assistant, with the sources cited where the engine provides them.
- 04 / 04
Act
Fix, then confirm
Prioritised recommendations, alerts when something changes, and a scorecard you can share with your team.
Scheduled runs on every paid plan
- Mention, position, sentiment and visibility per assistant
- Named competitors compared across every run
- Alerts, search queries and cited sources
- A public scorecard link you can share or revoke
From finding to fix
Knownwise can prepare the fix for you and let your own assistants read the evidence.
AI client access (beta)
Connect an MCP-capable assistant to read your measured evidence. Read-only by default; every change it proposes waits for your approval.
Fixes as pull requests
Turn supported audit findings into a draft pull request on your repository, with machine-run checks and receipts. You review, merge and deploy.
How we measure
Every number traces back to an answer
Each question goes to ChatGPT, Claude, Gemini and Perplexity as a live call, with that assistant's own web search on.
- ChatGPT
- Claude
- Gemini
- Perplexity
One live answer per question, per assistant, per run.
A separate judge model scores each answer for mentions, position and sentiment.
Every answer is kept with the pages it cited, so each number traces back to its source.
Each question carries a stability mark across its last four runs.
Start free
Audit for free. Track when you want the ongoing view.
The audit needs no account. Paid plans add scheduled runs across four assistants, competitors, history and shareable scorecards.
Brand tracking
- Four assistants, weekly or daily
- Competitors and history
- Alerts, sources and scorecards
Questions brand owners ask
What the audit checks, how tracking works, and what you can share.
Start with your URL
Find out what the assistants say about you.
Run the free seven-check audit on your own site and leave with a score and a list of fixes.
No account. No card. About 60 seconds.