Administration & observability · Reliability and controls
Which BI tools show AI usage by user or team?
7 of 15 tools do, according to their public docs, and 4 partly.
Yes: Databricks, Snowflake, Omni, Hex, Sigma, Looker, Metabase. Partly: BigQuery, Tableau, Power BI, Alteryx.
The question we asked: Can you see built-in AI consumption broken down by user, team or workspace?
Grading standard
Per-user or per-team attribution of AI usage. A single tenant-wide total is not this.
Databricks
Yes
Quoted from Databricks’s docsThe following query returns all billed Genie usage, per user and per day.
Source: docs.databricks.com/aws/en/genie/monitor-cost · checked Oct 26, 2026 · quoted by Claude
Snowflake
Yes
Quoted from Snowflake’s docsA shared resource budget lets you track and control credit consumption for AI features (such as AI Functions, Cortex Agents, Cortex Code, Snowflake CoWork, and the AI Gateway) broken down by the team or cost center consuming them.
Source: docs.snowflake.com/en/user-guide/snowflake-cortex/governance-and-availability/ai-cost-m... · checked Oct 26, 2026 · quoted by Claude
Omni
Yes
Quoted from Omni’s docsThe dashboard displays credit consumption over time and can break down usage in various ways, such as by feature and user.
Source: docs.omni.co/ai/settings/usage · checked Oct 26, 2026 · quoted by Claude
Hex
Yes
Quoted from Hex’s docsUsage log - Current cycle: review credit consumption by user, total add-on credit usage, and allocation amounts for the current billing cycle
Source: learn.hex.tech/docs/administration/credits · checked Oct 26, 2026 · quoted by Claude
Sigma
Yes
Quoted from Sigma’s docsYou can filter by product and date range, or choose to filter by user, sentiment, model used, agent, or team name:
Source: help.sigmacomputing.com/docs/ai-usage · checked Oct 26, 2026 · quoted by Claude
BigQuery
Partly
Quoted from BigQuery’s docsFilter your billing report by label to understand agent costs.
Source: docs.cloud.google.com/bigquery/docs/conversational-analytics · checked Oct 26, 2026 · quoted by Claude
Looker
Yes
Quoted from Looker’s docsThe Conversational Analytics System Activity dashboard Token usage tab now includes observability information about top users and top conversations by token usage.
Source: cloud.google.com/looker/docs/release-notes · checked Oct 26, 2026 · quoted by Claude
Tableau
Partlypreview
Quoted from Tableau’s docsTo support usage tracking and auditing, Tableau sends the requesting user's identity to your gateway as custom HTTP headers on every /chat/completions and /embeddings request so you can measure usage and active-user population directly from what the gateway receives, without relying on Tableau Server logs.
Source: help.tableau.com/current/server/en-us/sites_gai_server.htm · checked Oct 26, 2026 · quoted by Claude
Power BI
Partly
Quoted from Power BI’s docsBy filtering on the Copilot in Fabric operation, you can isolate all compute usage generated by Copilot requests and break it down by Power BI experience (report, semantic model, or mixed) to understand where compute demand originates.
Source: learn.microsoft.com/en-us/power-bi/create-reports/copilot-introduction · checked Oct 26, 2026 · quoted by Claude
Metabase
Yes
Quoted from Metabase’s docsOn Metabase Pro/Enterprise, you also get access to detailed AI usage auditing with detailed breakdown of AI usage by user, tool, feature etc.
Source: www.metabase.com/docs/latest/ai/settings · checked Oct 26, 2026 · quoted by Claude
Alteryx
Partly
Quoted from Alteryx’s docsAn Account Admin can use the Audit Logs page in Alteryx One to review AI tool execution events for users and workspaces.
Source: help.alteryx.com/current/en/designer/tools/ai-tools.html · checked Oct 26, 2026 · quoted by Claude
MotherDuck
Mode
Redshift
Streamlit