AI Visibility Scorecard
M-PaX - Helping Founders Create High-Value Products Faster
dirksinstrumentsdev.com · Travel & Hospitality
Borderline visible. AI bots can crawl M-PaX - Helping Founders Create High-Value Products Faster, 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
#257,395 of 456,529 in Travel & Hospitality for AI visibility
4
AEO Visibility
iBorderline · 4.4/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About M-PaX - Helping Founders Create High-Value Products Faster
from our crawl and measurement
M-PaX is a business whose own site puts it this way: "The operating system for Commercial Motion. 37 Growth Factors across five phases that build the commercial side of your product." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.4 out of 10.
Our crawl found structured data on the page (WebSite, Organization) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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
Weak
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 4.4/10, M-PaX - Helping Founders Create High-Value Products Faster is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for M-PaX - Helping Founders Create High-Value Products Faster
Which AI engines already crawl you
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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 September 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/dirksinstrumentsdev
Cite this score: Engagemii (2026). "AEO Score for M-PaX - Helping Founders Create High-Value Products Faster." Retrieved from https://engagemii.com/aeo/brands/dirksinstrumentsdev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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