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The Black Box of Feedback
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. The Black Box of Feedback just got measured.
4/10 means The Black Box of Feedback 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 The Black Box of Feedback
Capturing Cognitive, Affective, and BehaviouralIndicators of Feedback Effectiveness Aims of the EFG New Research Paradigms To develop new research paradigms that can advance research in the area of instructional feedback, through bringing together a network of researchers in education, psychology, and cognitive science, to encourage the cross-fertilisation of ideas from different domains of inquir
Details
Industry: Education
feedbackefg.comAI Visibility Breakdown
1
Structured Data
3
Content Structure
5
Entity Clarity
3
E-E-A-T Signals
5
Technical AEO
4
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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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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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Source & Attribution
Scored by Engagemii on July 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/feedbackefg
Cite this score: Engagemii (2026). "AEO Score for The Black Box of Feedback." Retrieved from https://engagemii.com/aeo/brands/feedbackefg
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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