Mstack is an AI-native chemical R&D and manufacturing company that provides an integrated platform for intelligent route design and agile production. Leveraging a proprietary Chemistry World Model, the company accelerates research cycles by predicting reaction pathways and optimizing synthesis conditions with high reproducibility. Their solution delivers consistent, high-purity chemicals at scale while significantly reducing time-to-market and bench iteration costs.

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