CML (Continuous Machine Learning) is an open-source framework that brings CI/CD practices to machine learning projects. It enables teams to automate ML workflows, generate reports on model performance and data changes, and manage experiments within existing Git platforms like GitHub, GitLab, or Bitbucket. The tool allows organizations to build scalable ML infrastructure without requiring additional managed services or complex database setups.

LLM mention score The LLM mention score is the total number of mentions of this brand in different LLM chatbots, normalized to the scale from 0 to 100. You can get actual, non-normalized numbers via the LLM Mention API from DataForSEO.

Normalized 0–100 · last 8 weeks

DataForSEO API

Get LLM mention data of any company via DataForSEO API

Get access to the structured data on keyword, brand, and website mentions in LLMs, including metrics like AI search volume, impressions, and mentions count. 

How to get LLM mention data →
// Fetch CML mentions
POST v3/ai_optimization/llm_mentions/search_mentions/live
[
    {
        "target": [
            {
                "domain": "cml.dev",
                "search_filter": "include",
                "search_scope": ["sources"]
            }
        ],
        "order_by": ["ai_search_volume,desc"]
    }
]