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AI Visibility Scorecard
Liddell Solar, LLC
liddellsolar.com · Finance & Insurance
Borderline visible. AI bots can crawl Liddell Solar, LLC, 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
Claude
#229,280 of 749,763 in Finance & Insurance for AI visibility
5
/10
AEO Score
About Liddell Solar, LLC
from our crawl and measurement
Liddell Solar, LLC describes itself simply: "Liddell Solar, LLC provides transparent, no-pressure solar solutions across MA. Save on your electric bill with a zero-investment solar PPA or a custom solar installation." Its AI visibility score is 5.0 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 (WebSite), an llms.txt file for AI models and a sitemap. It is missing 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
5
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
6
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 5/10, Liddell Solar, LLC is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Liddell Solar, LLC
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 Liddell Solar, LLC.
Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/liddellsolar
Cite this score: Engagemii (2026). "AEO Score for Liddell Solar, LLC." Retrieved from https://engagemii.com/aeo/brands/liddellsolar
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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