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AI Visibility Scorecard

nnf.mit.edu

Name: nnf.mit.edu - AI Visibility Score
Creator: Engagemii
Published: 2026-09-11T01:17:34.355Z
License: https://creativecommons.org/licenses/by/4.0/

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nnf.mit.edu · Education

Well-positioned for AI search. The breakdown below shows where nnf.mit.edu is still leaving points on the table.

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Monitoring for AI engine activity

In the Engagemii AEO index

#7,345 of 888,142 in Education for AI visibility

7.3

/10

AEO Score

About nnf.mit.edu

from our crawl and measurement

"We are located in the Hatsopoulos Microfluids Laboratory of the Department of Mechanical Engineering, at MIT Building 3." That is how Non-Newtonian Fluid Dynamics Group introduces itself. To AI engines like ChatGPT and Perplexity it is one of the more visible businesses we measure, scoring 7.3 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 · Sep 11, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Clear headings and answer-style content.

Entity Clarity

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Experience, Expertise, Authority, Trust markers.

Technical AEO

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

AI Discoverability

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Inbound links from other sites.

Domain Authority

Established authority for your domain.

Reference Presence

Recognized in AI knowledge graphs.

News & Press

Press and news coverage.

Community

Forum and community discussion.

Social Mentions

Social discussion and mentions.

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 7.3/10, nnf.mit.edu has a working base to build on - fixable, and the signals above are where to start.

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From the blog

Which AI is actually reading your website?→Why your brand doesn't show up in ChatGPT answers→The complete AEO checklist for small business→What is AEO? The beginner's guide→See all posts→

Picked for nnf.mit.edu: 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 September 11, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/nnf-mit-edu

Cite this score: Engagemii (2026). "AEO Score for nnf.mit.edu." Retrieved from https://engagemii.com/aeo/brands/nnf-mit-edu

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