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AI Visibility Scorecard
libertylighting.com · Home & Living
Borderline visible. AI bots can crawl Liberty Lighting by Batteries N Bulbs, 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 5 times
Claude · Meta AI
#940,923 of 1,266,591 in Home & Living for AI visibility
3.7
/10
AEO Score
from our crawl and measurement
Liberty Lighting by Batteries N Bulbs is a Sacramento, CA business whose own site puts it this way: "Commercial and residential lighting experts since 1992. Bulk pricing for contractors, builders, and property managers. Trusted by KB Home, Pulte, and Taylor Morrison." When AI engines look at it, they find little to work with. It scores 3.7 out of 10.
Our crawl found structured data on the page (LightingStore, LocalBusiness, WebSite) and an llms.txt file for AI models. It is missing a sitemap and a heading structure that lays out what it offers.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
Higher is better · 0-10
Structured Data
7
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
0
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Authority
1
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.
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 3.7/10, Liberty Lighting by Batteries N Bulbs is crawlable but under-signaled - fixable, and the signals above are where to start.
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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 August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/libertylighting
Cite this score: Engagemii (2026). "AEO Score for Liberty Lighting by Batteries N Bulbs." Retrieved from https://engagemii.com/aeo/brands/libertylighting
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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