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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. Marrs HVAC Services just got measured.
7/10 means Marrs HVAC Services is somewhat visible. AI bots can read you, but you are missing the structured signals that would push citation rate above competitors.
About Marrs HVAC Services
Marrs HVAC Design is an industry leader in efficient HVAC system design and planning, performing at high levels including residential homes to commercial spaces.
Key Topics
Details
Category: Education
manualj.bizAI Visibility Breakdown
4
Structured Data
8
Content Structure
7
Entity Clarity
6
E-E-A-T Signals
8
Technical AEO
9
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 AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on May 17, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/manualj-biz
Cite this score: Engagemii (2026). "AEO Score for Marrs HVAC Services." Retrieved from https://engagemii.com/aeo/brands/manualj-biz
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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