Symflower

symflower.com

Symflower is an enterprise software quality platform that enhances Large Language Models (LLMs) for software development by combining deterministic static, dynamic, and symbolic analysis with generative AI. The company provides tools to benchmark LLM performance, optimize code generation through automated pre- and post-processing, and refine model fine-tuning with high-quality data curation. Symflower enables engineering teams to build more robust, accurate, and efficient AI-driven development 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 Symflower mentions
POST v3/ai_optimization/llm_mentions/search/live
[
    {
        "target": [
            {
                "keyword": "Symflower",
                "search_scope": ["any"]
            }
        ],
        "platform": "chat_gpt",
        "order_by" : ["ai_search_volume,desc"]
    }
]