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AI VISIBILITY SCOREAS OF 2026-07-31 · ENGAGEMII INDEX
5.1/ 10

#757,666 OF 2,701,012 IN TECHNOLOGY

SCORED BY THE SAME PIPELINE AS 54M+ COMPANIES · SIX ON-PAGE SIGNALS + OFF-PAGE AUTHORITYCHECK ANOTHER SITE →THE INDEX →

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AI Visibility Scorecard

KitOps

KitOps

Unclaimed

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

i

Borderline · 5.1/10

0

Muse Index Score

i

AI agent readiness

Basic · 0/100

4

AI Adoption

i

Basic · 4/100

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About KitOps

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

Industry · Technology
Last scored · Jul 31, 2026

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

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.

Off-page authority

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.

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 5.1/10, KitOps has a working base to build on - fixable, and the signals above are where to start.

Frequently Asked Questions

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?

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The exact fixes for KitOps

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Which AI engines already crawl you

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Free AI bot monitoring: see every AI crawler that visits you

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Picked for KitOps: How-To

How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide

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.

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Free signup unlocks the full article plus your personalized AEO fix list for KitOps.

Source & Attribution

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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