AI Visibility Scorecard
mmob
mmob.com · Technology
Somewhat visible. AI bots can read mmob, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#464,255 of 2,705,025 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.4/10
55
Muse Index Score
iAI agent readiness
Agent-ready · 55/100
0
AI Adoption
iNone detected · 0/100
About mmob
from our crawl and measurement
"API integration toolkit for embedded finance - launch embedded finance products through one snippet of code with fast, scalable, compliant deployment." That is how mmob of Warrington introduces itself. Its AI visibility score is 5.4 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on structured data describing the business, a clear heading structure, a clearly stated business identity and sitemaps and entity links AI can follow. It is passable on basic crawler access. What holds it back is credibility markers like credentials or reviews.
Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, 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 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
Strong
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
Strong
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
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 5.4/10, mmob has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Sound familiar?
It’s taking too long to deploy products...Speed things upCustomers aren’t adopting my API...Boost adoptionMy embedded services aren’t generating revenue...Drive monetisationWe’re not moving fast enough...Grow and scale at paceOrchestrate1. Onboard your APISecurely aggregate and transform your APIs and those of your partners, streamlining the user journey.Create2.
Is this your brand?
The exact fixes for mmob
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mmob
Cite this score: Engagemii (2026). "AEO Score for mmob." Retrieved from https://engagemii.com/aeo/brands/mmob
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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