Business context · Context and connections
Which BI tools give AI context an owner and review?
3 of 15 tools do, according to their public docs, and 10 partly.
Yes: Databricks, Hex, MotherDuck. Partly: Snowflake, Omni, Sigma, BigQuery, Looker, Tableau, Power BI, Metabase, Mode, Redshift.
The question we asked: Is there a documented owner or approval workflow for business context?
Grading standard
yes: the documentation names who owns or approves business context (a role or person) and describes a review or approval step for changes to it. A named owner role with no review step, or a review workflow with no named owner, is partly. Edit permissions alone are not this.
Databricks
Yes
Quoted from Databricks’s docsPositive feedback on responses that join tables or use SQL expressions can prompt Genie to suggest new SQL snippets (such as measures, joins, or filters) to agent managers for review and approval.
Source: docs.databricks.com/aws/en/genie-agents/talk-to-genie · checked Oct 26, 2026 · quoted by Claude
Snowflake
Partly
Quoted from Snowflake’s docsMerge: Review and merge changes through your standard pull request process.
Source: docs.snowflake.com/en/user-guide/snowflake-cortex/cortex-agents-versioning · checked Oct 26, 2026 · quoted by Claude
Omni
Partly
Quoted from Omni’s docsA review modal displays the proposed changes as model YAML
Source: docs.omni.co/ai/learn-from-conversation · checked Oct 26, 2026 · quoted by Gemini
Hex
Yes
Quoted from Hex’s docs- Admins can view suggestions and their summaries, accept/reject changes, and review supporting evidence from individual conversations.
Source: learn.hex.tech/docs/agent-management/suggestions · checked Oct 26, 2026 · quoted by GPT
Sigma
Partlypreview
Quoted from Sigma’s docsYou must be the data model owner or be granted Can edit access to the data model.
Source: help.sigmacomputing.com/docs/manage-ai-context-for-data-models · checked Oct 26, 2026 · quoted by Claude
BigQuery
Partly
Quoted from BigQuery’s docsTo edit, share, or delete a data agent: Gemini Data Analytics Data Agent Owner (roles/geminidataanalytics.dataAgentOwner) on the agent or project.
Source: docs.cloud.google.com/bigquery/docs/create-data-agents · checked Oct 26, 2026 · quoted by Claude
Looker
Partly
Quoted from Looker’s docsValidate internally and iterate: Thoroughly test the agents with users who are familiar with the data.
Source: cloud.google.com/looker/docs/conversational-analytics-looker-rollout · checked Oct 26, 2026 · quoted by Claude
Tableau
Partly
Quoted from Tableau’s docsTableau Creators build and maintain knowledge graphs.
Source: help.tableau.com/current/online/en-us/tableau_knowledge_about.htm · checked Oct 26, 2026 · quoted by Claude
Power BI
Partlypreview
Quoted from Power BI’s docsAI instructions allow semantic model authors to provide context, business logic, and specific guidance directly on a semantic model.
Source: learn.microsoft.com/en-us/power-bi/create-reports/copilot-prepare-data-ai-instructions · checked Oct 26, 2026 · quoted by GPT
Metabase
Partly
Quoted from Metabase’s docsUse this owner attribute to let people know who on your team is responsible for which table.
Source: www.metabase.com/docs/latest/data-modeling/metadata/managing-tables · checked Oct 26, 2026 · quoted by Claude
Alteryx
MotherDuck
Yespreview
Quoted from MotherDuck’s docsPromote a Guide with set_guide_access once it clears two separate gates: a named owner has confirmed the content, and the smoke test routes to it.
Source: motherduck.com/docs/key-tasks/guides/bootstrap-guides-with-an-ai-agent · checked Oct 26, 2026 · quoted by Claude
Mode
Partly
Quoted from Mode’s docsYou can create branches and open pull requests in GitHub as normal without affecting your reports in Mode until those branches are merged into the default branch.
Source: mode.com/help/articles/github · checked Oct 26, 2026 · quoted by GPT
Redshift
Partly
Quoted from Redshift’s docsThe query editor v2 administrator can specify a custom context to tailor the generated SQL to your environment.
Source: docs.aws.amazon.com/redshift/latest/mgmt/query-editor-v2-generative-ai.html · checked Oct 26, 2026 · quoted by Claude
Streamlit