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AI Visibility Scorecard
Instructure
instructure.com · e-learning
Well-positioned for AI search. The breakdown below shows where Instructure is still leaving points on the table.
AI engines read this profile 4 times
Claude · ChatGPT Search · ChatGPT
#4,622 of 823,919 in Education for AI visibility
7.6
/10
AEO Score
About Instructure
from instructure.com
Empower learning with Instructure’s LMS and edtech solutions for K–12, higher education, and businesses. Discover Canvas, Impact, and Mastery to drive success.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
7
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
10
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
7
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
6
Press and news coverage.
Community
6
Forum and community discussion.
7
Reddit mentions and discussion.
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 7.6/10, Instructure has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Instructure
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/instructure
Cite this score: Engagemii (2026). "AEO Score for Instructure." Retrieved from https://engagemii.com/aeo/brands/instructure
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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