What changed, and when

Natural-language follow-ups.

• Ask a follow-up question and Axiom keeps the context of the previous one, including any filters you applied.
• Ambiguous column names now prompt a clarifying question instead of picking one silently.
• Query history is searchable by the question text, not just the generated SQL.
• Fixed: scheduled Slack reports occasionally posted twice when a run overlapped a redeploy.

Shared metric definitions.

• Define a metric once and every question in the workspace resolves against it.
• Definitions are versioned, and each answer records which version produced it.
• Changing a definition now shows which saved boards will be affected before you save.
• Databricks connector out of beta.

Model routing.

• Questions are now routed to the smallest model that can answer them, which cut median latency by 42%.
• You can pin a question to a specific model if you need consistency over speed.
• Per-workspace spend caps, with a warning at 80%.
• Fixed: the SQL editor lost unsaved work when the session token refreshed.

Row-level permissions.

• Axiom now inherits row-level security policies directly from Postgres and Snowflake.
• Added SCIM provisioning for Okta and Entra ID.
• Audit log export as CSV or via the API.