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Light Bulbs
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. Light Bulbs just got measured.
4/10 means Light Bulbs 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 Light Bulbs
Light Bulbs, Compact Fluorescents, Halogen, LED, Christmas Lights and Light Fixtures from Service Lighting - More than 100,000 Sylvania, GE and Philips light bulbs and accessories available online.
Details
Industry: E-commerce
vanolite.comAI Visibility Breakdown
1
Structured Data
4
Content Structure
8
Entity Clarity
2
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 $4.6 Trillion Problem Every E-Commerce Brand Ignores
Here's a number that should keep every e-commerce founder up at night: $4.6 trillion.
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Source & Attribution
Scored by Engagemii on July 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/vanolite
Cite this score: Engagemii (2026). "AEO Score for Light Bulbs." Retrieved from https://engagemii.com/aeo/brands/vanolite
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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