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AI Visibility Scorecard
Project Money Pit
projectmoneypit.com · Automotive
Borderline visible. AI bots can crawl Project Money Pit, 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
#253,225 of 332,037 in Automotive for AI visibility
3.6
/10
AEO Score
About Project Money Pit
from our crawl and measurement
Project Money Pit describes itself simply: "Track restoration costs, receipts, jobs, photos and service history for every classic car in your garage. Built for project car owners." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.3 out of 10.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 3.6/10, Project Money Pit is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Project Money Pit
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 Project Money Pit.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/projectmoneypit
Cite this score: Engagemii (2026). "AEO Score for Project Money Pit." Retrieved from https://engagemii.com/aeo/brands/projectmoneypit
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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