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AI Visibility Scorecard
Fragment
fsynth.com · Technology
Somewhat visible. AI bots can read Fragment, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
ChatGPT · Meta AI · Claude
#180,081 of 2,623,115 in Technology for AI visibility
6.1
/10
AEO Score
About Fragment
from our crawl and measurement
Fragment describes itself simply: "Web-based collaborative real-time audiovisual live coding environment with pixels based image-synth approach to sound synthesis." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.1 out of 10, readable in places and missing in others.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 5 times in our tracking, including ClaudeBot (Anthropic), GPTBot (ChatGPT) and Meta AI.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
3
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
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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 Trust
4
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
5
Forum and community discussion.
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 6.1/10, Fragment has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Fragment
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Fragment.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fsynth
Cite this score: Engagemii (2026). "AEO Score for Fragment." Retrieved from https://engagemii.com/aeo/brands/fsynth
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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