AI Visibility Scorecard
E85 Labs
e85lab.com · Technology
Borderline visible. AI bots can crawl E85 Labs, 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
#2,242,056 of 2,706,130 in Technology for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 59% of Technology companies
4
AEO Visibility
iNear-invisible · 3.5/10
30
Muse Index Score
iAI agent readiness
Transactable · 30/100
0
AI Adoption
iNone detected · 0/100
About E85 Labs
from our crawl and measurement
E85 Labs is a business whose own site puts it this way: "Calculate exactly how much E85 and pump gas to add to hit your target ethanol blend for flex-fuel tuning." When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
Our crawl found structured data on the page (WebApplication) 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 ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
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 3.5/10, E85 Labs is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for E85 Labs
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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.
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Source & Attribution
Scored by Engagemii on September 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/e85lab
Cite this score: Engagemii (2026). "AEO Score for E85 Labs." Retrieved from https://engagemii.com/aeo/brands/e85lab
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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