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Peter Mumford
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. Peter Mumford just got measured.
4/10 means Peter Mumford 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 Peter Mumford
Skip to the content Peter Mumford Web Apps & Books Web Development Books About Me Search Menu Search for: Search Close search Close Web Development Books About Me © 2026 Peter Mumford About Me I'm a coder, based in Dover, New Hampshire.
Key Topics
Details
Industry: Technology
topheavypilesofbooks.comAI Visibility Breakdown
1
Structured Data
4
Content Structure
4
Entity Clarity
5
E-E-A-T Signals
5
Technical AEO
2
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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Source & Attribution
Scored by Engagemii on June 28, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/topheavypilesofbooks
Cite this score: Engagemii (2026). "AEO Score for Peter Mumford." Retrieved from https://engagemii.com/aeo/brands/topheavypilesofbooks
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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