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AI Visibility Scorecard
76lambert.com · Automotive
Borderline visible. AI bots can crawl Lambert 76, 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 3 times
Apple Intelligence · Claude
#206,802 of 326,890 in Automotive for AI visibility
4
/10
AEO Score
from our crawl and measurement
Lambert 76 describes itself simply: "707-996-0076 - 30+ years of experience. ASE-certified mechanics. Foreign and domestic vehicles. Auto repairs. Smog checks. Oil changes." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found an llms.txt file for AI models and a sitemap. It is missing structured data describing the business and a heading structure that lays out what it offers.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
3
Clear headings and answer-style content.
Entity Clarity
6
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.
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Trust
1
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 4/10, Lambert 76 is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Lambert 76
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/76lambert
Cite this score: Engagemii (2026). "AEO Score for Lambert 76." Retrieved from https://engagemii.com/aeo/brands/76lambert
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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