Side-by-side comparison of AI visibility scores, market position, and capabilities
Ataccama is an enterprise data quality and governance platform combining AI-powered data profiling, master data management, and catalog capabilities in a unified product.
Ataccama is an enterprise data quality and governance platform that combines AI-powered data profiling and quality management, master data management, and data catalog capabilities into a unified product designed to address the full set of data trustworthiness challenges that organizations face when building analytics and operational data programs on unreliable data foundations. The platform's data quality engine profiles data assets automatically upon connection, identifying data type anomalies, pattern violations, null rates, referential integrity failures, and statistical outliers that indicate data quality issues, and then allows data quality teams to define business rules and threshold-based quality checks that run continuously against connected data sources to detect quality degradation in production data pipelines. This combination of automated profiling and rules-based monitoring provides both discovery of existing quality problems and ongoing detection of new issues introduced by upstream data changes.
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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