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AI Visibility Scorecard

Cummings Engineering

Cummings Engineering

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cummingsengineering.com · Education

At 2.2/10, Cummings Engineering 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.

Monitoring for AI engine activity

In the Engagemii AEO index

#873,706 of 891,910 in Education for AI visibility

2.2

/10

AEO Score

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About Cummings Engineering

from our crawl and measurement

Cummings Engineering is a business whose own site puts it this way: "Cummings EngineeringMechanical and Systems DesignWith a foundation in Mechanical Engineering and Energy Systems, we bring a blend of practical experience and advanced academic knowledge." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 1.9 out of 10.

Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.

Industry · Education
Last scored · Aug 11, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

2

Clear headings and answer-style content.

Entity Clarity

3

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

6

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 Trust

0

Little domain authority yet.

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 2.2/10, Cummings Engineering is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for Cummings Engineering

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Cummings Engineering: 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 11, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Cummings Engineering." Retrieved from https://engagemii.com/aeo/brands/cummingsengineering

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

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