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Retrofitlab.com
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. Retrofitlab.com just got measured.
7/10 means Retrofitlab.com is somewhat visible. AI bots can read you, but you are missing the structured signals that would push citation rate above competitors.
About Retrofitlab.com
Upgrade your vehicle, car or motorcycle with custom lighting at Retrofitlab.com. Discover HID xenon, LED and halogen upgrades, DIY retrofit kits. Premium components for cars and motorcycles, fast shipping, expert support, excellent customer service, and top-rated product & shop reviews. We are also an Osram wholesaler.
Key Topics
Details
Industry: Automotive
retrofitlab.comAI Visibility Breakdown
4
Structured Data
9
Content Structure
5
Entity Clarity
5
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 July 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/retrofitlab
Cite this score: Engagemii (2026). "AEO Score for Retrofitlab.com." Retrieved from https://engagemii.com/aeo/brands/retrofitlab
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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