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AI Visibility Scorecard
Instruction from Data
teachdataflow.com · Technology
At 3/10, Instruction from Data is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,450,850 of 2,817,736 in Technology for AI visibility
3
/10
AEO Score
About Instruction from Data
from our crawl and measurement
Instruction from Data describes itself simply: "Instantly generate differentiated classroom tasks, small-group lessons, and exit tickets tailored to your students' specific learning data." When AI engines look at it, they find little to work with. It scores 3.0 out of 10.
Under the hood there is structured data on the page (WebSite, Organization) and an llms.txt file for AI models and a sitemap, but the score is capped by what is missing: a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
9
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 3/10, Instruction from Data is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Instruction from Data
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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/teachdataflow
Cite this score: Engagemii (2026). "AEO Score for Instruction from Data." Retrieved from https://engagemii.com/aeo/brands/teachdataflow
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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