LinkML is an open-source framework and modeling language designed to simplify the authoring, validation, and sharing of structured data. It enables organizations to define data semantics using YAML or spreadsheet-based tools, ensuring FAIR (Findable, Accessible, Interoperable, Reusable) compliance by default. The platform provides a comprehensive ecosystem that generates diverse schema artifacts, code classes for multiple programming languages, and documentation, facilitating seamless integration into existing data engineering and research workflows.

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