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The site as an AI agent gets it, beside the site as a person sees it. What it can read, what it has to cut away, and what it never sees.
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See who AI recommends instead of you.
CompeteScan asks AI the questions your buyers ask, then shows you who gets recommended, which sources it trusts, and what to fix first.
A real scan of linear.app. Open the full report
Linear is one of the best-known tools in its category. Across 28 buyer prompts, AI named it first zero times. GitHub, Azure DevOps, and Jira took those answers.
Who wins, why, and what to change.
For every prompt your buyers ask: who AI recommends, what it said about you, and what to fix first.
- best AI-powered product development platforms for enterprise teamsImage: Productboard logoProductboard
The rest of the page is in full screen.
# See who AI recommends instead of you. CompeteScan asks AI the questions your buyers ask, then shows you who gets recommended, which sources it trusts, and what to fix first. A real scan of linear.app. [Open the full report](https://competescan.com/resources/sample-ai-visibility-report) Linear is one of the best-known tools in its category. Across 28 buyer prompts, AI named it first zero times. GitHub, Azure DevOps, and Jira took those answers. ## Who wins, why, and what to change. For every prompt your buyers ask: who AI recommends, what it said about you, and what to fix first. ### Who wins each prompt The brand each engine recommended, prompt by prompt, and every one where you were left out. ### What the answer said The full response, in order, with the pages the engine cited. That is where the recommendation came from. ### What to fix first A playbook ranked by how many prompts each fix moves, with the outlets and pages to go after. ## Competitor Rank Matrix How you rank against every competitor Each row shows the average position across every AI we prompted. N/A means a brand isn't mentioned. Prompt You GitHub Azure DevOps Jira “comparing AI-powered systems for enterprise engineering productivity” N/A #1 N/A #3.5 “comparing AI development suites for large enterprise software organizations” N/A N/A #1 N/A “AI-powered product development solutions for global enterprise teams” N/A #2 #4 #2.7 “compare AI-driven development tools for enterprise product success” N/A #1 #1 #3 “best AI development tools for synchronizing large engineering departments” #2 #2.3 N/A #1.5 “enterprise AI platforms for integrating design and engineering sprints” #3 #4.5 N/A #2 Mentioned in 2/6 4/6 3/6 2/6 ## Built to turn invisible into recommended. - “We found out ChatGPT was sending our category to a competitor by name. Two fixes later we’re the one it recommends.” **Managing Partner**Student-defense law firm - “It’s the first tool that told us why we were losing in AI search, not just that we were.” **Independent SEO consultant**Freelance - “The playbook paid for itself. We closed three citation gaps in a week.” **Founder**Marketing agency ## Try it free. Every plan runs all three engines. Starter is free for 14 days, Pro for 7. Unlimited competitors, team members, and API access on every plan. Starter $49/mo For founders watching one brand. - ✓14-day free trial - ✓1 brand - ✓50 tracked prompts - ✓3-engine coverage (ChatGPT, Gemini, Perplexity) - ✓Unlimited competitors - ✓Unlimited team members - ✓Weekly scans - ✓Full Playbook - ✓Citation source tracking - ✓MCP + API access Most popular Pro $199/mo For marketing teams who need to win. - ✓7-day free trial - ✓1 brand - ✓50 tracked prompts - ✓3-engine coverage (ChatGPT, Gemini, Perplexity) - ✓Unlimited competitors - ✓Unlimited team members - ✓Daily scans - ✓Full Playbook - ✓Citation source tracking - ✓Email + in-app alerts - ✓MCP + API access Agency Custom For agencies who need unlimited scale. - ✓Unlimited brands - ✓Custom prompt volume - ✓3-engine coverage (ChatGPT, Gemini, Perplexity) - ✓Unlimited competitors - ✓Unlimited team members - ✓Daily scans - ✓Full Playbook - ✓Citation source tracking - ✓Email + in-app alerts - ✓MCP + API access - ✓White-label dashboard - ✓White-label reports - ✓Priority support ## Questions, answered. What is an AI visibility checker? An AI visibility checker tells you whether ChatGPT, Gemini, and Perplexity name your brand when buyers ask category questions, and who they name instead. CompeteScan runs that scan, then returns a report and a ranked playbook. Starter includes a 14-day free trial. Is CompeteScan an AI writing or AI SEO content tool? No. We do not write blog posts or spin articles. We query answer engines, score share of voice against named competitors, show the citations they used, and return a ranked playbook. If you want an AI writing assistant, this is the wrong product. Do ChatGPT, Gemini, and Perplexity runs include search? Yes. We run ChatGPT, Gemini, and Perplexity with search enabled so the report can show the pages they cite. That is how we record citations next to mentions. Perplexity is already grounded. ChatGPT and Gemini get native search so we can see sources. What is AEO vs GEO in one sentence? AEO (answer engine optimization) and GEO (generative engine optimization) are names for the same job: getting mentioned and cited inside AI answers. SEO is still Google blue links. We measure the AI-answer half. How is this different from Semrush AI Visibility Toolkit or Ahrefs Brand Radar? Keep Semrush or Ahrefs if you already live there for Google. Their AI add-ons sit on suite pricing. CompeteScan Starter is $49/mo, with a 14-day free trial, for ChatGPT, Gemini, Perplexity, weekly scans, and a playbook without buying the whole SEO suite. Is there a free trial? Yes. Starter is free for 14 days and Pro for 7. Pick a plan and add a card to start; nothing is charged until the trial ends, and you can cancel anytime before then. Your first scan starts right after checkout. How long does a scan take? A few minutes. You confirm your profile and the buyer questions, start your trial, and the report plus playbook fills in while you watch. Something else? [[email protected]](mailto:[email protected]) ## See what AI tells your buyers. See where ChatGPT, Gemini, and Perplexity send your buyers. 14-day free trial, cancel anytime. You’ll review the prompts and competitors before anything runs.
An agent gets this page whole: its own text is in the HTML the server sends.
The figures
17 pages, set against the 168,440 sites with figures.
- Readablehigher is better
- 88%15 of 17 pages
- All 168,440 sitesBetter than 28%
Pages whose own text is in the HTML the server sends, enough of it for their kind.
- Cleanhigher is better
- 94%middle page
- All 168,440 sitesBetter than 92%
Of the words before script, the share that are the page and not menus, footer and forms. 2 pages are not measured, with no <main> or no words.
- Costshown, never scored
- 24,185tokens
- About 1,423 a page
To read every page once. A long page that answers well is not worse for it. Tokens are estimated at about 4 characters each.
How its pages spread on Clean
15 pages measured. Not measured: 2 shells with no words before script.
Against its rivals
The sites nearest it by what they do, with figures. Close means similar work, not better.
No site near it by what it does has figures yet.
AI crawler access
What robots.txt says to each, as read on October 23, 2026. 8 of 8 may read the site.
| Crawler | robots.txt says | Used for | The line that decides |
|---|---|---|---|
| GPTBotOpenAI | Not named | Training models | Falls to User-agent: * |
| OAI-SearchBotOpenAI | Not named | ChatGPT search | Falls to User-agent: * |
| ChatGPT-UserOpenAI | Not named | A page a person asks about | Falls to User-agent: * |
| ClaudeBotAnthropic | Not named | Training models | Falls to User-agent: * |
| Claude-SearchBotAnthropic | Not named | Claude’s search | Falls to User-agent: * |
| PerplexityBotPerplexity | Not named | Perplexity search | Falls to User-agent: * |
| Google-ExtendedGoogle | Not named | Training Gemini | Falls to User-agent: * |
| bingbotMicrosoft | Not named | Bing and Copilot | Falls to User-agent: * |
Every AI crawler mttr checks may read it. Not named means the rules for every crawler apply.
Every page
Worst first. Each opens in Agent View at the top.
2 pages of 17 lose something. Pick a loss to see what to do about it.Open the action plan
| What an agent getshigher is better | Signals | Costnot scored | ||||
|---|---|---|---|---|---|---|
| Page | Words | Clean | Readable | Main heading | Tokens | What it loses |
| /login | 8 | No words | No | None | 23 | Shell |
| /scan | 0 | No words | No | None | 0 | Shell |
| /contact | 25 | 36% | Yes | Yes | 47 | Nothing |
| /pricing | 267 | 85% | Yes | Yes | 467 | Nothing |
| /resources | 455 | 89% | Yes | Yes | 1,202 | Nothing |
| /resources/profound-alternatives | 778 | 93% | Yes | Yes | 1,343 | Nothing |
| /resources/semrush-ahrefs-ai-visibility | 767 | 93% | Yes | Yes | 1,323 | Nothing |
| /resources/sample-ai-visibility-report | 704 | 93% | Yes | Yes | 1,527 | Nothing |
| /resources/sample-ai-visibility-report-coinbase | 731 | 93% | Yes | Yes | 1,553 | Nothing |
| /resources/how-to-choose-ai-visibility-tools | 824 | 94% | Yes | Yes | 1,379 | Nothing |
| /resources/aeo-vs-geo-vs-seo | 1,074 | 95% | Yes | Yes | 1,821 | Nothing |
| /resources/best-ai-visibility-tools | 1,403 | 95% | Yes | Yes | 2,374 | Nothing |
| /docs/agents | 955 | 96% | Yes | Yes | 1,794 | Nothing |
| /privacy | 1,195 | 97% | Yes | Yes | 2,149 | Nothing |
| /resources/how-to-rank-in-chatgpt | 2,012 | 97% | Yes | Yes | 3,330 | Nothing |
| /terms | 1,475 | 97% | Yes | Yes | 2,465 | Nothing |
| / | 842 | 98% | Yes | Yes | 1,388 | Nothing |
Show where it stands
A card, a badge and a line, each with the figures.

A badge for the site
<a href="https://mttr.si/agent-view/competescan.com"><img src="https://mttr.si/agent-view/competescan.com/badge.svg" alt="Agent View: 88% readable, 94% clean" height="20"></a>
The figures in one line
competescan.com in Agent View: 88% of pages readable, better than 28% of sites; 94% clean; 24,185 tokens to read all 17 pages. mttr.si/agent-view/competescan.com
What to do next
Fix the pages, let an agent do it, and read the site again to see the figures move.
Fix what agents miss
- Put the text of 2 pages in the HTMLReadable
Connect your agent
Claude Code, Codex or Cursor reads the site’s fixes over MCP, fixes a page in your code, has mttr read it again, and checks the fix landed.
https://mttr.si/mcpSet up an agent
Claim the site
Prove it is yours with a DNS record or a file. Your agent can then reach its reads and jobs, and set each change to wait for your approval.
Claim the siteDrawn from the HTML mttr fetched on its read of October 23, 2026, not a screenshot, and only from the 17 pages read. An assistant’s own reader may differ. Tokens are estimated at about 4 characters each. A site an agent reads well is not a site an assistant cites.