Monte Carlo provides an end-to-end data and AI observability platform designed for enterprise teams to ensure reliability across the entire data lifecycle. The solution enables organizations to monitor data quality, track AI agent performance, and troubleshoot issues in production environments. By offering deep visibility into data inputs and AI outputs, it helps enterprises build trust in their data-driven innovations and reduce operational risk.

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 Monte Carlo mentions
POST v3/ai_optimization/llm_mentions/search_mentions/live
[
    {
        "target": [
            {
                "domain": "montecarlodata.com",
                "search_filter": "include",
                "search_scope": ["sources"]
            }
        ],
        "order_by": ["ai_search_volume,desc"]
    }
]