AI Visibility Scorecard
Insane Diesel
insanediesel.com · Automotive
Somewhat visible. AI bots can read Insane Diesel, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#21,189 of 365,677 in Automotive for AI visibility
6
AEO Visibility
iBorderline · 5.9/10
20
Muse Index Score
iAI agent readiness
Transactable · 20/100
0
AI Adoption
iNone detected · 0/100
About Insane Diesel
from our crawl and measurement
Insane Diesel is a business whose own site puts it this way: "Insane Diesel Extreme Engine Protection Systems: 1-micron bypass filtration + Lorenzo’s Oil engine oil and fuel additive for cleaner operation, reduced wear, and long-term reliability." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.9 out of 10, readable in places and missing in others.
Our crawl found an llms.txt file for AI models, a sitemap and a readable heading structure. It is missing structured data describing the business.
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
Strong
Clear headings and answer-style content.
Entity Clarity
Good
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Good
Inbound links from other sites.
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 5.9/10, Insane Diesel has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Insane Diesel
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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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Insane Diesel lists 347 products, 344 in stock, priced 3.99 to 1,629.99.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/insanediesel
Cite this score: Engagemii (2026). "AEO Score for Insane Diesel." Retrieved from https://engagemii.com/aeo/brands/insanediesel
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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