AI Visibility Scorecard
Instructure
www.instructure.com · Education
Somewhat visible. AI bots can read Instructure, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 17 times
Meta AI · Perplexity · ChatGPT · Claude
#6,414 of 937,617 in Education for AI visibility
39
5
AEO Visibility
iBorderline · 5.4/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
8
AI Adoption
iBasic · 8/100
About Instructure
from our crawl and measurement
Instructure, based in Salt Lake City, UT, describes itself simply: "Instructure is a leading educational technology company dedicated to helping people learn and grow." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Organization, WebPage), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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
Weak
Not in AI knowledge graphs yet.
News & Press
Good
Press and news coverage.
Community
Good
Forum and community discussion.
Social Mentions
Weak
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 5.4/10, Instructure has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Who is the AI learner? Turns out, 80%+ of students.?
There’s a wide (and growing) gap between the number of students using AI, and the ways most institutions are governing its usage. Get to know the big three shifts happening among students, and how education must evolve to match them.
Is this your brand?
The exact fixes for Instructure
Which AI engines already crawl you
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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 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/www-instructure
Cite this score: Engagemii (2026). "AEO Score for Instructure." Retrieved from https://engagemii.com/aeo/brands/www-instructure
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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