Snowflake introduces Business Ontology to ground AI agents in approved enterprise definitions
At Snowflake Expedition 2026 on November 3, Snowflake announced Business Ontology and Cortex AI Gateway capabilities within its enterprise AI governance ecosystem. Business Ontology lets organizations define business concepts, relationships, metrics and accountable owners, linking approved definitions to underlying data assets. Cortex AI Gateway provides centralized controls over agent connections, model usage, security and spending. Business Ontology is not yet generally available, with a public preview planned. Photo: Pexels (free stock).
AI agents cannot make reliable supply chain decisions unless they share a governed interpretation of operational data. Concepts such as available inventory, constrained demand, forecast consumption or customer service may differ across ERP, APS and analytics platforms. Snowflake's approach addresses the semantic layer required before agents can safely reason across systems. The decision trade-off is between accelerating AI deployment and investing in business-definition governance. The failure mode is a technically capable agent producing a coherent recommendation based on inconsistent operational meanings.