AI Visibility Scorecard
ContractorML
contractorml.com · Technology
Borderline visible. AI bots can crawl ContractorML, 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 3 times
Claude
#802,892 of 2,704,000 in Technology for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Technology average 28
Top 80% of Technology
See what's behind this score →3.5
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Technology average 17
See what's behind this score →2
About ContractorML
from our crawl and measurement
"4 specialized contractors working 24/7 for your business. Financial, Operations, Marketing, and Technology automation." That is how ContractorML introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 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.
- Company ·
- ContractorML
- Website ·
- contractorml.com
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Nov 5, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Weak
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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
-
Not yet measured.
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 3.5/10, ContractorML is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Sound Familiar?
You're not alone. Every small business faces these challenges.Bleeding MoneyPaying for 12+ software subscriptions that don't talk to each other.No TimeWorking nights and weekends on admin tasks. You opened a business, not a second job as a data entry clerk.Losing CustomersFollow-up failures, no automated reminders, manual booking chaos.
Is this your brand?
The exact fixes for ContractorML
Which AI engines already crawl you
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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.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for ContractorML.
Source & Attribution
Scored by Engagemii on November 5, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/contractorml
Cite this score: Engagemii (2026). "AEO Score for ContractorML." Retrieved from https://engagemii.com/aeo/brands/contractorml
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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