AI Visibility Scorecard
A FREE Pragmatic DevOps learning
devopsroadmap.io · Technology
Somewhat visible. AI bots can read A FREE Pragmatic DevOps learning, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 11 times
Claude · Meta AI · Apple Intelligence · Perplexity
#81,577 of 2,707,789 in Technology for AI visibility
6
AEO Visibility
iVisible · 6.3/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About A FREE Pragmatic DevOps learning
from our crawl and measurement
A FREE Pragmatic DevOps learning is a business whose own site puts it this way: "A FREE pragmatic DevOps learning to kickstart your DevOps career in the Cloud Native era following the Agile MVP style! (also mentorship and bootcamp)." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.3 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (EducationalOccupationalProgram), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Good
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 6.3/10, A FREE Pragmatic DevOps learning has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for A FREE Pragmatic DevOps learning
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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.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/devopsroadmap-io
Cite this score: Engagemii (2026). "AEO Score for A FREE Pragmatic DevOps learning." Retrieved from https://engagemii.com/aeo/brands/devopsroadmap-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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