RAGFlow

ragflow.io

RAGFlow is an open-source Retrieval-Augmented Generation (RAG) engine and integrated AI agent platform designed for enterprise use. It provides a comprehensive solution for ingesting multi-format data, performing high-precision hybrid search, and orchestrating autonomous AI agents through visual workflows. The platform empowers organizations to build reliable context layers for various industries, including finance, legal, and manufacturing.

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