Minware provides a semantic data layer designed for AI-native engineering insights, consolidating code, ticket, and custom data into a unified, governed structure. The platform enables organizations to leverage pre-built reports, industry benchmarks, and customizable AI data models to analyze software development performance and costs. By automating data quality, lineage, and orchestration via its minQL engine, it helps engineering leaders derive trustworthy, real-time analytics without managing complex infrastructure.

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