Inside the report
See what AI tells your buyers, then fix the answers you lose
Contentstack Canoe asks four AI engines your buyers’ questions, then shows who gets named, which sources count and what to fix first.
No card. First report in about two minutes.
- ChatGPT
- Gemini
- Perplexity
- Claude
What’s in the report
A trend line you can show a CMO
Overall Score, visibility, rank and sentiment for each engine, tracked run over run.
- Overall Score, 0 to 100. Being named counts most.
- Visibility is the share of questions that name you.
- Compare the last 5, 10, 15 or 30 runs, per engine.
Read each engine’s full answer
Every question, asked like a buyer with web search on. Each gap is a brief for a page you haven’t written.
- Discovery, direct, comparison and alternatives questions.
- Your region and language, per monitor.
- Edit up to 100 on Growth. Free runs up to 10.
Who gets named when you don’t
Share of voice, ranking and position against up to 10 competitors. Start with the brand one place above you.
- 5 suggested from your site. Edit the list anytime.
- Brand ranking is a model’s read of who leads.
- Average position: when you’re named, how early.
The exact words engines use about you
Sentiment from 0 to 100 per engine and topic, with verbatim quotes. Tone is a model’s read, and the report says so.
- 50 is neutral, on the same scale every run.
- Up to 10 topics specific to your brand.
- Start with any Negative topic.
2 strengths
- comfortable upright riding position
- integrated lights and fenders
2 concerns
- shorter range in cold weather
- fewer service centers
Whose pages the answers come from
Every source the engines cited, split into yours, competitors’ and third-party.
- Taken from each engine’s own source list.
- See which engine cites you least, page by page.
- Roundups dominating? Work the third-party list first.
- Perplexity92
- Gemini58
- Claude34
- ChatGPT30
A plan for Monday morning, not a dashboard
Up to ten ranked fixes per run, each with the gap it closes and steps you can ship. Free shows your top 2.
- Every gap traces back to a number in your report.
- Owned and earned channels, never a competitor’s.
- Growth shows all of them, every run.
What moved after you shipped
Ship a fix, hit Run now and see what moved. Schedule daily, weekly or monthly runs on Growth.
- Partial runs are flagged when an engine doesn’t respond.
- Six months of history and a PDF of every run on Growth.
- Free runs monthly and keeps the current report.
- Oct 1Run 967+6Success
- Sep 24Run 861+3Success
- Sep 17Run 7580Partial3 of 4
Illustrative data, fictional brand.
Site audit
Every planMake sure AI crawlers can read your site
An AI Readiness Score, the issues on up to 50 pages and how to fix each one.
- Crawler access. robots.txt, CDN and firewall blocks, directives and your sitemap.
- Page checks. Errors, titles, descriptions, headings and more.
- A fix for each. Why it matters and the steps. Some come with a snippet.
Where it fits
Sits next to the tools you already use
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Any CMS, any host
It reads your public site. No Contentstack CMS needed.
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Not a rank tracker
It checks whether the answer names you. Keep your SEO tools.
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Never touches your site
An agent can draft fixes for your review. Draft fixes with Agent OS
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Ready for your agents
Claude, Cursor and Contentstack Agent OS read it over MCP on Growth. See Agents & MCP
Find out what AI says about your brand
All it needs is your URL. Free runs ChatGPT and Gemini, no card, no expiry.