AI Visibility Scorecard
The art of the fix
artofthefix.com · Automotive
Borderline visible. AI bots can crawl The art of the fix, 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
#155,318 of 365,617 in Automotive for AI visibility
3
AI Naming Predictability
iRarely named · 3/100
Automotive average 5
Top 43% of Automotive
See what's behind this score →3.9
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Automotive average 5. Claim your page and Engagemii is your first.
See what's behind this score →30
Muse Index Score
iAI agent readiness
Basic · 30/100
Automotive average 16
See what's behind this score →0
About The art of the fix
from our crawl and measurement
The art of the fix, based in St Thomas, describes itself simply: "DIY car repair for beginners made simple with The art of the fix.com. Save time and money today!." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.9 out of 10.
Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
- Company ·
- The art of the fix
- Website ·
- artofthefix.com
- Industry ·
- Automotive
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Sep 30, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
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 read your site and name it in answers. At 3.9/10, The art of the fix is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How to Buy Flip or Rent Cars and Trucks in the 2000 to 6000 Range?
A $2,000 car can become a headache fast. It can also become a clean $1,000 profit, a dependable work truck, or the first vehicle in a small rental side business. The difference is not luck. It is buying with discipline, checking the right things, and knowing your exit before you hand over cash. The $2,000 to $6,000 range is where many private sellers, older trade-ins, and rough but useful trucks live.
Is this your brand?
The exact fixes for The art of the fix
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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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/artofthefix
Cite this score: Engagemii (2026). "AEO Score for The art of the fix." Retrieved from https://engagemii.com/aeo/brands/artofthefix
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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