Umbra
umbra-db.comUmbra is a high-performance relational database management system designed for exceptional speed across all use cases, processing data at line-speed in memory while gracefully falling back to flash storage. It leverages data-centric code generation, parallel execution, and advanced query optimization to handle complex analytical and transactional workloads efficiently. Originally a research project from the Technical University of Munich, its commercial counterpart is CedarDB.
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 Umbra mentions POST v3/ai_optimization/llm_mentions/search_mentions/live [ { "target": [ { "domain": "umbra-db.com", "search_filter": "include", "search_scope": ["sources"] } ], "order_by": ["ai_search_volume,desc"] } ]
