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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. Hardscrabble just got measured.
4/10 means Hardscrabble 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.
Hardscrabble Tilling thoughts from the scorched soil of the mind Menu Skip to content About Other Work / Portfolio Poetry Reviews Hiking Series Search Search for: 2025 Reads and Recommendations December 30, 2025 / JRLonas / Leave a comment It’s the end of another year in which I read a few books—some by eye, some by ear; some by choice, some by requirement.
Industry: Media & Entertainment
jryanlonas.com1
Structured Data
6
Content Structure
6
Entity Clarity
5
E-E-A-T Signals
6
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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The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Scored by Engagemii on June 28, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/jryanlonas
Cite this score: Engagemii (2026). "AEO Score for Hardscrabble." Retrieved from https://engagemii.com/aeo/brands/jryanlonas
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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