Side-by-side comparison of AI visibility scores, market position, and capabilities
Cognite is the leader in industrial DataOps and AI, exceeding $170M ARR in FY2025; raised $150M Series B in March 2026 and named IDC MarketScape Leader for Worldwide Industrial DataOps Platforms.
Cognite is a Norwegian industrial software company that provides an AI-native data platform purpose-built for asset-heavy industries such as energy, manufacturing, and utilities. Founded in 2016 as a spinout from Aker ASA, Cognite Data Fusion (CDF) integrates data from OT systems (SCADA, historians, sensors), IT systems (ERP, MES), and engineering data sources into a unified industrial knowledge graph that enables AI-driven decision-making at scale. The platform helps operators reduce unplanned downtime, optimize maintenance schedules, improve energy efficiency, and accelerate digital transformation across complex industrial assets.
Collibra is a leading data intelligence platform providing enterprise data catalog, governance, lineage, and quality capabilities for regulated and data-driven organizations.
Collibra is a data intelligence platform that provides enterprise organizations with a unified environment for data catalog, data governance, data lineage, and data quality management — covering the full lifecycle of data trust from asset discovery and documentation through policy enforcement and compliance reporting. The platform's data catalog provides a searchable inventory of data assets enriched with business context — business glossary terms, data classifications, ownership assignments, and stewardship workflows — that allows data consumers to find, understand, and trust data before using it in analytics, reporting, or decision-making. Collibra's governance framework enables organizations to define data policies, assign stewardship responsibilities, manage data requests through structured workflows, and track policy compliance across the data landscape — critical capabilities for regulated industries where data handling must be documented and auditable.
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