Side-by-side comparison of AI visibility scores, market position, and capabilities
Real-time analytics platform and commercial company behind Apache Druid; purpose-built for sub-second OLAP queries on high-cardinality event streams like user behavior analytics, application telemetry, and digital advertising metrics at scale.
Imply is a real-time analytics platform and the commercial company behind Apache Druid, the open-source distributed analytics database designed for sub-second OLAP queries on event-driven data. Apache Druid was built to handle the unique requirements of interactive analytics on high-cardinality, high-concurrency event streams — use cases like user behavior analytics, application telemetry, network traffic analysis, and digital advertising metrics where data volumes are enormous and query response times must be fast regardless of concurrent user load. Imply packages Druid with a visual query interface, a managed cloud offering, and enterprise support that lower the operational barrier to running Druid in production.
Closed a $1 billion Series F at a $30 billion valuation in April 2026, backed by NVIDIA and Fidelity, after surpassing $500M in committed ARR with its AI Operating System platform.
VAST Data builds the AI Operating System — a unified platform combining all-flash storage (DataStore), an AI-native database (DataBase), and a globally distributed namespace (DataSpace) into a single infrastructure stack. The platform is purpose-built for organizations training, running, and managing AI models and agents at scale. In 2026, VAST launched AgentEngine, a production-grade deployment layer for multi-agent AI stacks with full auditability and MCP integration.
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