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AI Visibility Scorecard
STF
softwaretransparency.org · Technology
Somewhat visible. AI bots can read STF, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
ChatGPT · Claude
#191,023 of 2,694,407 in Technology for AI visibility
6.1
/10
AEO Score
About STF
from our crawl and measurement
STF describes itself simply: "The Software Transparency Foundation provides Software Supply Chain Transparency through adoption, notarization and exchange of Software Bill of Materials (SBOM)." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.1 out of 10, readable in places, missing in others.
Under the hood there is structured data on the page (WebSite) 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.
AI crawlers have visited the site 3 times in our tracking, so the engines are already looking.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
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
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
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
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 6.1/10, STF has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for STF
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 STF.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/softwaretransparency-org
Cite this score: Engagemii (2026). "AEO Score for STF." Retrieved from https://engagemii.com/aeo/brands/softwaretransparency-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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