#77,051 OF 362,493 IN AUTOMOTIVE
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AI Visibility Scorecard
MOD-Remaps
mod-remaps.com · Automotive
Somewhat visible. AI bots can read MOD-Remaps, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#77,051 of 362,493 in Automotive for AI visibility
5
AEO Visibility
iBorderline · 5.1/10
35
Muse Index Score
iAI agent readiness
Basic · 35/100
?
AI Adoption
iNone detected · -/100
About MOD-Remaps
from our crawl and measurement
Remapping, based in Stafford, ENG, describes itself simply: "Mod Remaps offers the following services and much more: Ecu Remapping, diagnostics, repairs, servicing and guaranteed acceptance finance with no credit checks on all repairs or work." 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 (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
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
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 5.1/10, MOD-Remaps has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MOD-Remaps
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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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for MOD-Remaps.
Source & Attribution
Scored by Engagemii on August 13, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mod-remaps
Cite this score: Engagemii (2026). "AEO Score for MOD-Remaps." Retrieved from https://engagemii.com/aeo/brands/mod-remaps
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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