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AI Visibility Scorecard
Feedback & User Research Testing from Teachers & Educators for EdTech Startups
tinkered.co · Technology
Somewhat visible. AI bots can read Feedback & User Research Testing from Teachers & Educators for EdTech Startups, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#533,695 of 2,641,189 in Technology for AI visibility
5.4
/10
AEO Score
About Feedback & User Research Testing from Teachers & Educators for EdTech Startups
from our crawl and measurement
Feedback & User Research Testing from Teachers & Educators for EdTech Startups is a business whose own site puts it this way: "We connect EdTech companies with teachers to shape the future of education tools. EdTechs find teachers for feedback. Teachers get paid for your time." Its AI visibility score is 5.4 out of 10: the engines can find it, but they do not have much to hold on to.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Authority
4
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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, Feedback & User Research Testing from Teachers & Educators for EdTech Startups has a working base to build on - fixable, and the signals above are where to start.
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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/tinkered-co
Cite this score: Engagemii (2026). "AEO Score for Feedback & User Research Testing from Teachers & Educators for EdTech Startups." Retrieved from https://engagemii.com/aeo/brands/tinkered-co
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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