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TestPilot
AEO Score: 4.7/10
Monitoring for AI engine activity
In the Engagemii AEO index
#1,110,057 of 3,789,613 in Technology for AI visibility
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can actually read your site and cite it in answers. Two-thirds of websites are invisible to them. TestPilot just got measured.
4.7/10 means TestPilot is borderline visible. AI bots can crawl your site but your structured-data signals are thin. You are at risk of being skipped when buyers ask AI for a recommendation.
About TestPilot
70-90% of CPG launches fail. TestPilot lets you test products in real-world shopping simulations before you invest in production. Get real shopper behavior data in 72 hours or less.
Key Topics
Details
AI Visibility Breakdown
1
Structured Data
8
Content Structure
7
Entity Clarity
2
E-E-A-T Signals
6
Technical AEO
3
AI Discoverability
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Your full 6-category score breakdown
Exact fixes: robots.txt, schema, llms.txt
AI bot crawls from ChatGPT, Claude, Perplexity, Gemini
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Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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Source & Attribution
Scored by Engagemii on June 26, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/testpilotcpg
Cite this score: Engagemii (2026). "AEO Score for TestPilot." Retrieved from https://engagemii.com/aeo/brands/testpilotcpg
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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