AI visibility score

5.4/ 10Fair

#204,766 of 936,995 in Education

As of 2026-10-01 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

FAST Project List

Name: FAST Project List - AI Visibility Score
Creator: Engagemii
Published: 2026-10-01T11:44:41.413Z
License: https://creativecommons.org/licenses/by/4.0/

Unclaimed

fast.uwaterloo.ca · Education

Somewhat visible. AI bots can read FAST Project List, but it is missing the structured signals that push citation rate above competitors.

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Monitoring for AI engine activity

In the Engagemii AEO index

#204,766 of 936,995 in Education for AI visibility

AEO Visibility

Borderline · 5.4/10

Muse Index Score

AI agent readiness

Not agent-ready · 0/100

AI Adoption

None detected · 0/100

About FAST Project List

from our crawl and measurement

FAST Project List is a business whose own site puts it this way: "This list is independantly supported by FAST members to serve as a living catalogue of actively developed tools." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places and missing in others.

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

Industry · Education

Last scored · Oct 1, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Weak

Clear headings and answer-style content.

Entity Clarity

Weak

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Weak

Experience, Expertise, Authority, Trust markers.

Technical AEO

Fair

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

AI Discoverability

Weak

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Strong

Inbound links from other sites.

Domain Authority

Good

Established authority for your domain.

Reference Presence

Strong

Recognized in AI knowledge graphs.

News & Press

Strong

Press and news coverage.

Community

Strong

Forum and community discussion.

Social Mentions

Strong

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 5.4/10, FAST Project List 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 FAST Project List: 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 October 1, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/fast-uwaterloo-ca

Cite this score: Engagemii (2026). "AEO Score for FAST Project List." Retrieved from https://engagemii.com/aeo/brands/fast-uwaterloo-ca

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