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AI Visibility Scorecard
teacher.scholastic.com · Technology
Somewhat visible. AI bots can read Science of Reading, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#26,992 of 2,689,379 in Technology for AI visibility
7
/10
AEO Score
from our crawl and measurement
Science of Reading is a business whose own site puts it this way: "Explore variety of instructional solutions based on the Science of Reading to support your students in becoming skillful readers." To AI engines like ChatGPT and Perplexity it is one of the more visible businesses we measure, scoring 7.0 out of 10.
On the page itself the strengths are clear: a clear heading structure. It is passable on basic crawler access and partial sitemap and link coverage. What holds it back is a clearly stated business identity, structured data describing the business and credibility markers like credentials or reviews.
Away from its own site, other sites link to it, the domain reads as established, AI engines recognise it as a distinct business, it turns up in press coverage, people discuss it in places AI engines read and it comes up on Reddit.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
5
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
7
Press and news coverage.
Community
5
Forum and community discussion.
7
Reddit mentions and discussion.
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 7/10, Science of Reading has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Science of Reading
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Weekly ChatGPT & Claude citation tracking
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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/teacher-scholastic
Cite this score: Engagemii (2026). "AEO Score for Science of Reading." Retrieved from https://engagemii.com/aeo/brands/teacher-scholastic
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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