AI Visibility Scorecard
Underhood
getunderhood.com · Automotive
Somewhat visible. AI bots can read Underhood, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#90,740 of 365,655 in Automotive for AI visibility
5
AEO Visibility
iBorderline · 5.1/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About Underhood
from our crawl and measurement
Auto Repair Shop Management Software describes itself simply: "Underhood builds business software for independent automotive businesses: full shop management for repair shops and phone-first workflow software for mobile automotive trades." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Organization, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
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
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
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, Underhood has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What to run it on?
Underhood works on any phone, tablet, or computer with a browser — no app store required. For the shop floor specifically, a rugged tablet holds up a lot better than a phone or a consumer tablet.Currently testingSamsung Galaxy Tab Active3Sealed against dust and drops, built for job sites rather than a desk.
Is this your brand?
The exact fixes for Underhood
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 Underhood.
Source & Attribution
Scored by Engagemii on October 4, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/getunderhood
Cite this score: Engagemii (2026). "AEO Score for Underhood." Retrieved from https://engagemii.com/aeo/brands/getunderhood
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform