AI Visibility Scorecard
GarageRates
kwoute.com · Other
Borderline visible. AI bots can crawl GarageRates, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
4
AEO Visibility
iNear-invisible · 3.8/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
0
AI Adoption
iNone detected · 0/100
About GarageRates
from our crawl and measurement
GarageRates UK Garage Labour Rate Index & Repair Pricing describes itself simply: "Free UK garage labour rate index. Search verified hourly rates from garages across the UK, compare against regional benchmarks, and contribute your own data." When AI engines look at it, they find little to work with. It scores 3.8 out of 10.
Our crawl found structured data on the page (FAQPage, Organization), 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
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 3.8/10, GarageRates is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Not sure whatthe repair is?
Describe what your car is doing. We'll identify the likely repair, a typical cost range, and how urgent it is — so you know exactly what to ask for before you call a garage.Grinding noise when brakingEngine warning light onSteering pulls to the leftCar won't start in the morningCheck your symptomsDescribe your symptomGrinding noise when I brakee.g.
Is this your brand?
The exact fixes for GarageRates
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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 October 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/kwoute
Cite this score: Engagemii (2026). "AEO Score for GarageRates." Retrieved from https://engagemii.com/aeo/brands/kwoute
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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