Artificial Intelligence1 min read

OpenAI and Databricks: Enterprise AI on your governed data

By · Published by Everything Blog

In short

The joint initiative integrates OpenAI models like Codex and ChatGPT directly with Databricks access controls, business definitions, and governed data. A core component is the Genie Ontology context layer, which ensures all automated queries respect internal permission rules and corporate metrics. Furthermore, organizations can deploy autonomous systems under Unity Catalog governance using tools like Agent Bricks or the OpenAI Agents SDK as Databricks Apps. Developers avoid handling external API keys because the underlying models operate immediately alongside the enterprise's governed data.

Key points

  • Enterprise deployments eliminate external API key handling by running models directly bes…: Enterprise deployments eliminate external API key handling by running models directly beside governed data repositories.
  • Leaders can track engineering model usage and monitor project spending through centralize…: Leaders can track engineering model usage and monitor project spending through centralized gateway controls.
  • Developers can assemble autonomous agents with Agent Bricks or deploy them via the OpenAI…: Developers can assemble autonomous agents with Agent Bricks or deploy them via the OpenAI Agents SDK.

Sources checked by our analysis pipeline: 1

Three ways to put enterprise data and context to work with OpenAI and Databricks.

by Harish Gaur, Sully Clark and Ankith Ede

Greg Brockman, co-founder and President of OpenAI, has a simple way to describe AI without company data: “it's like hiring someone with 20 PhDs and never inviting them to a meeting.”

Enterprises want to use frontier OpenAI models on the business data they already govern in Databricks, and they want to roll AI out to far more of their employees. OpenAI and Databricks formed their partnership to make that possible. OpenAI builds the frontier models, Codex, and ChatGPT that people use every day. Databricks provides the context those tools need to work inside a company: governed data, business definitions, and access rules. Genie Ontology is the context layer in Databricks that holds those definitions and shows how the company's data fits together, so ChatGPT using Genie knows what “revenue” or “active customer” means at your company before it starts working.

Ali Ghodsi, co-founder and CEO of Databricks, and Greg Brockman, discussed the shift from chatbots to autonomous agents,…

Artificial Intelligence