Context Labs Launches AI Distillery for Sovereign Enterprise AI

Nov 1, 2026
Context Labs launches AI Distillery, a platform that packages enterprise data with source lineage for use with a customer’s chosen AI models and infrastructure.

Context Labs announced in a press release the launch of AI Distillery, a platform that prepares enterprise data for use with AI models while retaining source lineage. The platform runs in a customer’s data center or chosen cloud and supports frontier models and models with open weights.

AI Distillery maps structured and unstructured data to industry specific ontologies, then stores it in a governed Context Package with cryptographic provenance. It checks model answers against company records and traces each answer to its underlying sources.

The platform also includes Context Agents for operational, commercial and compliance questions. Its Semantic Context Tunnel connects the same governed information to AI assistants used by employees while following enterprise access controls. AI Distillery is available through Microsoft Marketplace, and each enterprise license includes an industry starter kit.

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