Google AI ModeSep 26, 2026
Traditional emulators run actual device operating systems (like Cisco VIRL/CML or EVE-NG)
Data as of Oct 16, 2026Based on 2,888 AI responses
Reviewed by Dimitry Apollonsky
AI summary
CML is an open-source tool for automating machine learning workflows and generating reports in CI/CD pipelines.
<1%
of 2,888 answers across CML’s markets · since Jul 5
The market map
MLOps and Inference Serving PlatformsMentioned in
Each engine’s share of its own answers across CML’s markets · since Jul 5
This page was cited in 3 AI answers that named CML.
Review this page on your site for accurate product details and clear explanations of who it helps. The citation evidence does not establish that the page needs a correction.
All-time evidence through 2026-10-16.
Review the page on cml.dev (opens in a new tab)Where CML ranks in AI
Question: I need a serverless GPU provider that integrates with our CI/CD runner.
ChatGPT SearchJul 7, 2026
If instead you want true self-hosted GPU runners that are created on demand (rather than calling a serverless API), consider using CML.
Question: Which simulator models network changes and service impacts most accurately?
Google AI ModeJul 28, 2026
ns-3 (Network Simulator 3) and specialized Network Emulation tools (such as GNS3, EVE-NG, or CML) are generally considered the most accurate for modeling network changes and service impacts.
cml.dev 67%Other sites 33%
Excerpts where CML appeared in the AI's answer
If instead you want true self-hosted GPU runners that are created on demand (rather than calling a serverless API), consider using CML.
Excerpts where CML appeared in the AI's answer
Traditional emulators run actual device operating systems (like Cisco VIRL/CML or EVE-NG)
ns-3 (Network Simulator 3) and specialized Network Emulation tools (such as GNS3, EVE-NG, or CML) are generally considered the most accurate for modeling network changes and service impacts.