⚡ This is your brand? Claim your page FREE and bring it to life on AI search.
AI Visibility Scorecard
Light Bulbs Unlimited
lightbulbpros.com · Home & Living
Somewhat visible. AI bots can read Light Bulbs Unlimited, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude · Apple Intelligence
#276,113 of 1,244,244 in Home & Living for AI visibility
5.2
/10
AEO Score
About Light Bulbs Unlimited
from our crawl and measurement
Light Bulbs Unlimited describes itself simply: "Los Angeles’ most trusted & unique Light Bulb store since 1985, Light Bulbs Unlimited offers all lighting needs from A-Z that most hardware stores can’t." Its AI visibility score is 5.2 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
9
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
8
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
7
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
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 5.2/10, Light Bulbs Unlimited has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Light Bulbs Unlimited
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 Bulbs Unlimited.
Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lightbulbpros
Cite this score: Engagemii (2026). "AEO Score for Light Bulbs Unlimited." Retrieved from https://engagemii.com/aeo/brands/lightbulbpros
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform