Flower
flower.aiFlower is an open-source framework for federated learning that enables organizations to train machine learning models across multiple devices or servers while keeping data centralized. It provides a unified approach to federated analytics and evaluation, supporting any workload, ML framework, or programming language. The platform serves as the industry standard for enterprise-grade decentralized AI training, offering tools for secure, privacy-preserving model collaboration.
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 Flower mentions POST v3/ai_optimization/llm_mentions/search/live [ { "target": [ { "keyword": "Flower", "search_scope": ["any"] } ], "platform": "chat_gpt", "order_by" : ["ai_search_volume,desc"] } ]
