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AI Visibility Scorecard

Muller and Associates, Inc.

Muller and Associates, Inc.

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mullerassoc.com · Professional Services

At 2.4/10, Muller and Associates, Inc. is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.

AI engines read this profile 4 times

Meta AI · Claude

#463,006 of 495,620 in Professional Services for AI visibility

2.4

/10

AEO Score

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About Muller and Associates, Inc.

from our crawl and measurement

Muller and Associates, Inc. is a Tallahassee, FL business whose own site puts it this way: "3808 Sally Lane Tallahassee, FL 32312 Telephone: 850/668-4905 FAX: 850/668-7728 Return to MAI home page News Flash!." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.4 out of 10.

The site is missing structured data describing the business, an llms.txt file and a sitemap.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.

Industry · Professional Services
Last scored · Aug 9, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

6

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

0

Experience, Expertise, Authority, Trust markers.

Technical AEO

4

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

AI Discoverability

3

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 Authority

0

Little domain authority yet.

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 2.4/10, Muller and Associates, Inc. is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Muller and Associates, Inc.: AEO & AI Search

Why your brand doesn't show up in ChatGPT answers (and how to fix it)

ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.

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Source & Attribution

Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Muller and Associates, Inc.." Retrieved from https://engagemii.com/aeo/brands/mullerassoc

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

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