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AI Visibility Scorecard
Light Bulb Choice
lightbulbchoice.com · Media & Entertainment
Borderline visible. AI bots can crawl Light Bulb Choice, 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 1 times
ChatGPT
#1,370,975 of 1,898,903 in Media & Entertainment for AI visibility
3.8
/10
AEO Score
About Light Bulb Choice
from our crawl and measurement
Light Bulb Choice describes itself simply: "Grassroots campaign to repeal the provision in HR 6 Energy Independence and Security Act of 2007 that systematically bans incandescent lightbulbs beginning in 2012." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including GPTBot (ChatGPT).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
2
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
No social discussion found yet.
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. Roughly two-thirds of sites are invisible to them. At 3.8/10, Light Bulb Choice is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Light Bulb Choice
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Light Bulb Choice.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lightbulbchoice
Cite this score: Engagemii (2026). "AEO Score for Light Bulb Choice." Retrieved from https://engagemii.com/aeo/brands/lightbulbchoice
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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