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AI Visibility Scorecard
The MFP Group
themfpgroup.com · Food & Beverage
Borderline visible. AI bots can crawl The MFP Group, 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
#883,124 of 1,418,040 in Food & Beverage for AI visibility
3.9
/10
AEO Score
About The MFP Group
from our crawl and measurement
The MFP Group describes itself simply: "The MFP Group is Mary Poppins for the real world. We control chaos, solve problems, and manage projects so businesses and individuals can do work and life better." When AI engines look at it, they find little to work with. It scores 3.9 out of 10.
On its own pages the site does well on crawler access and the files AI engines look for. It is passable on a partly stated business identity and partial sitemap and link coverage. What holds it back is structured data describing the business, a heading structure that lays out what it offers and credibility markers like credentials or reviews.
Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
The business dates to 2019.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
3
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
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 Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 3.9/10, The MFP Group is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for The MFP Group
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Your Ingredient Label Has a Story. Is Anyone Telling It?
Food is the most intimate purchase a person makes. You're deciding what goes into your body, what you feed your family, what aligns with your values. That decision deserves more than a label and a hope.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for The MFP Group.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/themfpgroup
Cite this score: Engagemii (2026). "AEO Score for The MFP Group." Retrieved from https://engagemii.com/aeo/brands/themfpgroup
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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