▲ 5.2 since Jul 2026
#71,458 OF 2,691,613 IN TECHNOLOGY
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AI Visibility Scorecard
Stoplight
docs.stoplight.io · Technology
Somewhat visible. AI bots can read Stoplight, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#71,458 of 2,691,613 in Technology for AI visibility
7
AEO Visibility
iVisible · 6.6/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Stoplight
from our crawl and measurement
"The API Design Management Platform powering the world's leading API first companies. Powered by Stoplight." That is how Stoplight introduces itself. When AI engines look at it, they find little to work with. It scores 4.8 out of 10.
The site gets some of it right: it has a sitemap. What holds it back is what is absent, including structured data describing the business, an llms.txt file, a heading structure that lays out what it offers.
Our monitoring has logged one AI crawler visit here: the engines come, the question is what they find.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
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
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Authority
6
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
8
Forum and community discussion.
Social Mentions
6
Social discussion and mentions.
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 6.6/10, Stoplight has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Stoplight
Which AI engines already crawl you
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The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Stoplight.
Source & Attribution
Scored by Engagemii on September 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/docs-stoplight-io
Cite this score: Engagemii (2026). "AEO Score for Stoplight." Retrieved from https://engagemii.com/aeo/brands/docs-stoplight-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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