AI has a sprawling data problem. Airbyte has just launched a tool to fix it.

Airbyte launched Airbyte Agents and a Context Store to give AI agents a unified, precomputed layer of business data.

The system indexes data from tools like Salesforce, Zendesk, Jira, and Slack so agents can retrieve stateful context without stitching together live API calls.

Airbyte says the approach cuts runtime latency, inconsistencies, and token costs that often slow production AI agents.

The launch includes MCP and SDK access, starting with 50 connectors and aiming to simplify agent integration across enterprise systems.