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AI Visibility Scorecard

Cummins & White, LLP

Cummins & White, LLP

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vote4fredwhitaker.com · Education

Borderline visible. AI bots can crawl Cummins & White, LLP, 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.

AI engines read this profile 7 times

Meta AI · Apple Intelligence · Claude

#561,150 of 895,221 in Education for AI visibility

4

AEO Visibility

i

Borderline · 4.3/10

0

Muse Index Score

i

AI agent readiness

Basic · 0/100

0

AI Adoption

i

None detected · 0/100

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About Cummins & White, LLP

from our crawl and measurement

Cummins & White, LLP is a business whose own site puts it this way: "Fred Whitaker is Managing Partner of Cummins & White, LLP, advising privately held businesses on mergers and acquisitions, corporate governance, commercial real estate, financing, and." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.3 out of 10.

Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.

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

Industry · Education
Last scored · Aug 7, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

3

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

8

Clear headings and answer-style content.

Entity Clarity

8

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

5

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

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

AI Discoverability

7

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 4.3/10, Cummins & White, LLP is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Cummins & White, LLP: 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 7, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/vote4fredwhitaker

Cite this score: Engagemii (2026). "AEO Score for Cummins & White, LLP." Retrieved from https://engagemii.com/aeo/brands/vote4fredwhitaker

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

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