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AI Visibility Scorecard
Lean DevOps - Deliver the Outcomes that Matter
leandevops.com · Technology
Somewhat visible. AI bots can read Lean DevOps - Deliver the Outcomes that Matter, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude · Apple Intelligence
#606,185 of 2,624,898 in Technology for AI visibility
5.3
/10
AEO Score
About Lean DevOps - Deliver the Outcomes that Matter
from our crawl and measurement
"Lean DevOps is a practical guide to on-demand delivery that combines the principles of Lean with the Continuous Delivery and service ownership of DevOps." That is how Lean DevOps introduces itself. Its AI visibility score is 5.3 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (BreadcrumbList, Organization, WebPage), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
6
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
9
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
7
Inbound links from other sites.
Domain Trust
1
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 5.3/10, Lean DevOps - Deliver the Outcomes that Matter has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Lean DevOps - Deliver the Outcomes that Matter
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Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/leandevops
Cite this score: Engagemii (2026). "AEO Score for Lean DevOps - Deliver the Outcomes that Matter." Retrieved from https://engagemii.com/aeo/brands/leandevops
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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