Roadmap

Upcoming features and projects we're working on.

Building now
Platform Foundation Upgrade

Investing in the core of AI Analyst for better reliability, and for improved enterprise readiness.

We plan to ship any day now
Up next
RBAC
Row level permissions

Define row-level access rules in the semantic layer so users only see the data they're authorized to query.

Self service adding LLMs

Let enterprises bring their own LLM (e.g. Azure OpenAI, AWS Bedrock) so AI Analyst runs entirely within their own infrastructure and data governance boundaries.

We plan to ship any day now
On the horizon
Eval System for AI Analysts

Automated benchmarking framework to track AI Analyst quality and catch regressions on every change.

GWS chat integration for AI Analysts

Allow users to interact with AI Analysts via Google Workspace Chat (1:1 and space-based conversations)

We plan to ship any day now
MCP server + API to interact with AI Analysts
Steward MCP Support

Connect external MCP tools (Slack, GitHub, Linear, etc.) to the Steward agent to extend its capabilities.

Last updated: October 14, 2026

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