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AI Visibility Scorecard

STEM on Tap

Name: STEM on Tap - AI Visibility Score
Creator: Engagemii
Published: 2026-08-17T22:46:32.701Z
License: https://creativecommons.org/licenses/by/4.0/

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stemontap.com · Education

Borderline visible. AI bots can crawl STEM on Tap, 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.

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Monitoring for AI engine activity

In the Engagemii AEO index

#552,604 of 872,564 in Education for AI visibility

4.3

/10

AEO Score

About STEM on Tap

from our crawl and measurement

STEM on Tap is a business whose own site puts it this way: "STEM on Tap is a workshop series that connects STEM teachers with practitioners, resources, and each other. Each workshop takes place at a brewery in…." When AI engines look at it, they find little to work with. It scores 4.0 out of 10.

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

Industry · Education

Last scored · Aug 17, 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

Little domain authority yet.

Reference Presence

Not in AI knowledge graphs yet.

News & Press

No press coverage found yet.

Community

No community discussion yet.

Social Mentions

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, STEM on Tap is crawlable but under-signaled - 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 STEM on Tap: 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 17, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for STEM on Tap." Retrieved from https://engagemii.com/aeo/brands/stemontap

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