AI Visibility Scorecard
bulbs.com · E-commerce
Borderline visible. AI bots can crawl Bulbs.com, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 2 times
Claude · Meta AI
#372,586 of 738,305 in E-commerce for AI visibility
85
AI Naming Predictability
iLikely to be named · 85/100
5
AEO Visibility
iBorderline · 4.5/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
?
AI Adoption
iNone detected · -/100
from bulbs.com
Over 200,000 businesses rely on us for energy saving fluorescent, halogen and LED replacement lighting! Thousands of items in stock. Click to shop now!
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.5/10, Bulbs.com is crawlable but under-signaled - fixable, and the signals above are where to start.
Why Choose Bulbs.com?
Established in 1999, Bulbs.com has grown and changed in line with the lighting industry and e-commerce space over the last 25 years. We remain well-educated in commercial lighting, and have adjusted our services and product offerings as bulb-to-bulb replacements have given way to improving energy efficient LED lighting technologies and bulb-to-fixture replacements.
Is this your brand?
The exact fixes for Bulbs.com
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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 September 6, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/bulbs
Cite this score: Engagemii (2026). "AEO Score for Bulbs.com." Retrieved from https://engagemii.com/aeo/brands/bulbs
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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