AI Visibility Scorecard
StitchED Research — Tools That Think Like Teachers
stitchedresearch.com · Education
Borderline visible. AI bots can crawl StitchED Research — Tools That Think Like Teachers, 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.
AI engines read this profile 1 times
Claude
#813,932 of 936,963 in Education for AI visibility
4
AEO Visibility
iNear-invisible · 3.5/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
4
AI Adoption
iBasic · 4/100
About StitchED Research — Tools That Think Like Teachers
from our crawl and measurement
"StitchED Research builds diagnostic writing tools that help language teachers see exactly where student reasoning breaks down, and where curriculum stops working." That is how StitchED Research — Tools That Think Like Teachers introduces itself. When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
The gap is on the page itself: the site is missing structured data describing the business, an llms.txt file, a sitemap, which are the first things an answer engine looks for.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
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 3.5/10, StitchED Research — Tools That Think Like Teachers is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for StitchED Research — Tools That Think Like Teachers
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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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/stitchedresearch
Cite this score: Engagemii (2026). "AEO Score for StitchED Research — Tools That Think Like Teachers." Retrieved from https://engagemii.com/aeo/brands/stitchedresearch
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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