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AI Visibility Scorecard

MB PUBLISHING LLC

MB PUBLISHING LLC

Unclaimed
⚠ Identity mismatch

meaganbrandy.com · Media & Entertainment

Somewhat visible. AI bots can read MB PUBLISHING LLC, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 1 times

Claude

#132,552 of 1,898,195 in Media & Entertainment for AI visibility

6.1

/10

AEO Score

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About MB PUBLISHING LLC

from our crawl and measurement

meaganbrandy, based in Sacramento, CA, describes itself simply: "Meagan Brandy, USA Today and Wall Street Journal Best Selling Author of The Brayshaw Series. Join her mailing list and stay up to date on her new releases." Its AI visibility score is 6.1 out of 10: the engines can find it, but they do not have much to hold on to.

Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).

Industry · Media & Entertainment
Last scored · Aug 11, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

5

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

6

Clear headings and answer-style content.

Entity Clarity

9

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

3

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

9

Inbound links from other sites.

Domain Authority

3

Established authority for your domain.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

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 6.1/10, MB PUBLISHING LLC has a working base to build on - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for MB PUBLISHING LLC

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for MB PUBLISHING LLC: AEO & AI Search

The AEO Checklist Every Small Business Owner Needs Right Now

Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.

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Source & Attribution

Scored by Engagemii on August 11, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for MB PUBLISHING LLC." Retrieved from https://engagemii.com/aeo/brands/meaganbrandy

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

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