Cog is an open-source tool that enables developers to package machine learning models into standard, production-ready Docker containers. It simplifies the deployment process by automatically generating optimized images with correct CUDA and Python configurations, while dynamically creating RESTful HTTP APIs for model predictions. The platform supports deployment to private infrastructure or Replicate, streamlining the transition from model development to scalable production.

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 Cog mentions
POST v3/ai_optimization/llm_mentions/search_mentions/live
[
    {
        "target": [
            {
                "domain": "cog.run",
                "search_filter": "include",
                "search_scope": ["sources"]
            }
        ],
        "order_by": ["ai_search_volume,desc"]
    }
]