Domo’s data team adds shared folder, naming, test and deployment conventions above permission-aware MCP tools—separating access control from maintainability.
Databricks’ five-signal scorecard is a better starting point for measuring whether natural-language analytics changes decisions without multiplying metric drift.
AI.IF can route most rows through a distilled local model, but that default-looking optimization changes scale requirements, error handling and endpoint choices.
OpenSearch 3.7 puts prompts, tool calls, span links and logs in one analytical store. AWS’s own engine-selection guidance draws a firm boundary around where it fits.
A Saturday checkpoint found no new product delta across AWS, Databricks, Snowflake, Oracle and IBM—but the feeds’ different clocks make “nothing shipped” a narrower claim than it sounds.
The same question-and-query pair can act as a retrieved hint, a composable blueprint or a governed semantic-model asset. Treating those roles as interchangeable is a migration trap.