The Manufacturing Data Exchange Specification (MDES) is an open, industry-focused data-exchange format designed to standardize the sharing of manufacturing setup data across discrete manufacturing systems. It serves as a universal digital language for describing physical production assets such as cutting tools, fixtures, stocks, and machine setups, enabling consistent representation in CAD/CAM, CNC, and other software. Developed by ModuleWorks, MDES aims to improve interoperability and eliminate brittle, point-to-point proprietary connectors by providing a unified layer that supports smoother digital-thread 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 MDES mentions
POST v3/ai_optimization/llm_mentions/search/live
[
    {
        "target": [
            {
                "keyword": "MDES",
                "search_scope": ["any"]
            }
        ],
        "platform": "chat_gpt",
        "order_by" : ["ai_search_volume,desc"]
    }
]