How it works
Contentstack Canoe turns your site into buyer questions, asks up to four AI engines and scores every answer the same way.
No card. First report in about two minutes.
Setup
Enter your domain. Contentstack Canoe drafts the rest from your public site.
Up to 5 name variations, plus the region and language.
5 suggested, track up to 10.
One product per monitor keeps the questions specific.
Pick 1 to 10. Each gets its own questions.
Edit them on Growth. Free runs the generated set.
Per 8 questions: 3 discovery questions that never name you, 2 about your brand, 2 head-to-head and 1 asking for alternatives. 20 questions on 4 engines make 80 prompts.
Scoring
Mentions, position and citations are counted in code. Judgment calls are labeled as a model’s read.
What’s the best e-bike for commuting?
For range, the Aldren Metro (named first) is the safest pick. The Solvik Transit (named second) is lighter. Tarnwell City (your brand, named third) rides well, but loses range in winter.
Sources the engine cited
Recorded for Tarnwell
Overall Score61+3 since last run
Each engine gets its own score. One outlier can’t swing the total.
Four inputs per engine
Counted in codeA model’s readEvery metric defined
The loop
Up to ten ranked fixes per report. Runs monthly on Free, or daily, weekly or monthly on Growth, plus on demand.
Aldren is named first on 6 of 8 range questions. You’re named on 2.
Overall Score, weekly runs61 before, 67 after
Illustrative data, fictional brand.
You can, once. Now repeat it on four engines, 20 questions and 10 competitors every week, scored the same way each time.
Answers do vary. SparkToro (2026) (opens in a new tab) found less than a 1 in 100 chance that ChatGPT or Google’s AI returns the same list of brands twice. So Contentstack Canoe counts how often you’re named across a fixed question set. For more, see seven checks for any AI visibility score.
No. It reads your public site, so it works on any stack and nothing needs to move.
You still get a report. Contentstack Canoe drafts your profile from web search and flags the monitor for you to check. The site audit shows which AI crawlers look blocked and how to fix it.
All it needs is your URL. Free to start, with no expiry.