AI Visibility Scorecard
MMM Audit
mmm-audit.com · Technology
Borderline visible. AI bots can crawl MMM Audit, 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
#1,351,766 of 2,707,329 in Technology for AI visibility
70
AI Naming Predictability
iLikely to be named · 70/100
5
AEO Visibility
iBorderline · 4.7/10
50
Muse Index Score
iAI agent readiness
Agent-ready · 50/100
8
AI Adoption
iBasic · 8/100
About MMM Audit
from our crawl and measurement
Independent MMM Audit is a business whose own site puts it this way: "Independent Marketing Mix Modelling (MMM) validation and calibration audits." When AI engines look at it, they find little to work with. It scores 4.7 out of 10.
Our crawl found structured data on the page (Organization, ProfessionalService, FAQPage), 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
Strong
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
Good
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 4.7/10, MMM Audit is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is Marketing Mix Modelling?
Marketing Mix Modelling (MMM) estimates how media and other drivers contribute to sales or business outcomes. It is the model many organisations use to decide where next year's budget goes. When that model is wrong, or quietly fragile, misallocation compounds. The gap
Is this your brand?
The exact fixes for MMM Audit
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 MMM Audit.
Source & Attribution
Scored by Engagemii on October 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mmm-audit
Cite this score: Engagemii (2026). "AEO Score for MMM Audit." Retrieved from https://engagemii.com/aeo/brands/mmm-audit
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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