#757,666 OF 2,701,012 IN TECHNOLOGY
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AI Visibility Scorecard
kitops.ml · Technology
Somewhat visible. AI bots can read KitOps, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#757,666 of 2,701,012 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.1/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
4
AI Adoption
iBasic · 4/100
from kitops.ml
Discover KitOps: an open-source DevOps tool that packages and versions your AI/ML models, datasets, code, and configurations into reproducible artifacts called ModelKits. Simplify your AI pipeline wit
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Fair
Forum and community discussion.
Social Mentions
Weak
No social discussion found yet.
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 5.1/10, KitOps has a working base to build on - fixable, and the signals above are where to start.
Why engineers choose Kitops?
One Package for Your Entire AI StackBundle models, datasets, code, agent skills, MCP servers, guardrail configs, and policies into a single versioned OCI artifact. No more scattered repos, zip files, or git submodules for your AI components.AI Supply Chain Security, Built InSign with Cosign and generate SBOM‑ready evidence.
Is this your brand?
The exact fixes for KitOps
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for KitOps.
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/kitops-ml
Cite this score: Engagemii (2026). "AEO Score for KitOps." Retrieved from https://engagemii.com/aeo/brands/kitops-ml
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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