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AI Visibility Scorecard

Mumbles & Things

Mumbles & Things

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mumblesandthings.com · Media & Entertainment

Somewhat visible. AI bots can read Mumbles & Things, but it is missing the structured signals that push citation rate above competitors.

Monitoring for AI engine activity

In the Engagemii AEO index

#181,542 of 1,864,791 in Media & Entertainment for AI visibility

6

/10

AEO Score

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About Mumbles & Things

from our crawl and measurement

Mumbles & Things describes itself simply: "With witchcraft, you can learn to create change in your environment in order to create the life you desire, and Mumbles & Things is here to help you." Its AI visibility score is 6.0 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 a clear heading structure, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. What holds it back is structured data describing the business, a clearly stated business identity and 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.

It does link out to several social profiles, which helps engines tie the brand together.

Industry · Media & Entertainment
Last scored · Aug 1, 2026
Employees · 1-10

The 6 signals AI reads

Higher is better · 0-10

Structured Data

4

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

8

Clear headings and answer-style content.

Entity Clarity

4

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

1

Experience, Expertise, Authority, Trust markers.

Technical AEO

7

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

8

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

9

Inbound links from other sites.

Domain Trust

3

Established authority for your domain.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

0

No community discussion yet.

Reddit

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 6/10, Mumbles & Things has a working base to build on - fixable, and the signals above are where to start.

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Picked for Mumbles & Things: How-To

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 August 1, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/mumblesandthings

Cite this score: Engagemii (2026). "AEO Score for Mumbles & Things." Retrieved from https://engagemii.com/aeo/brands/mumblesandthings

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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