optimagic

estimagic.org

optimagic is a Python package that provides a unified interface for numerical optimization, aggregating optimizers from libraries such as SciPy and NlOpt. It offers enhanced diagnostic tools, parallel numerical differentiation, and robust constraint handling to streamline the optimization workflow. The platform also includes legacy statistical inference capabilities under its previous name, estimagic.

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 optimagic mentions
POST v3/ai_optimization/llm_mentions/search/live
[
    {
        "target": [
            {
                "keyword": "optimagic",
                "search_scope": ["any"]
            }
        ],
        "platform": "chat_gpt",
        "order_by" : ["ai_search_volume,desc"]
    }
]