Business context · Context and connections
Which BI tools let you test AI context first?
11 of 15 tools do, according to their public docs, and 2 partly.
Yes: Databricks, Snowflake, Omni, Hex, BigQuery, Looker, Tableau, Power BI, Alteryx, MotherDuck, Mode. Partly: Sigma, Metabase.
The question we asked: Is there a way to validate business context before it affects the AI’s answers?
Grading standard
A named validation, preview, staging or test step for context. Version control alone is C5.
Databricks
Yes
Quoted from Databricks’s docsCloning is useful when you want to test changes in a separate agent or reuse the original context in a new one.
Source: docs.databricks.com/aws/en/genie-agents/set-up · checked Oct 26, 2026 · quoted by Claude
Snowflake
Yes
Quoted from Snowflake’s docsTest the agent: Prompt the agent in the Snowsight playground and refine its tools and instructions until it responds as expected.
Source: docs.snowflake.com/en/user-guide/snowflake-cortex/cortex-agents · checked Oct 26, 2026 · quoted by Claude
Omni
Yes
Quoted from Omni’s docsBecause a run targets a specific model branch, evals let you measure the impact of data modeling and curation changes - such as new fields and joins, or ai_context and other context adjustments - before promoting them to your shared model.
Source: docs.omni.co/ai/evals · checked Oct 26, 2026 · quoted by Claude
Hex
Yes
Quoted from Hex’s docsUse the Threads tab to test specific questions and validate how your changes will affect agent responses before publishing them live.
Source: learn.hex.tech/docs/agent-management/context-management/guides · checked Oct 26, 2026 · quoted by Claude
Sigma
Partly
Quoted from Sigma’s docsUse this approach only when production users see a specific tagged version of the workbook and agent, and the latest published version is visible only to users performing evaluations.
Source: help.sigmacomputing.com/docs/build-agent-evaluation-suite · checked Oct 26, 2026 · quoted by Claude
BigQuery
Yes
Quoted from BigQuery’s docs- In the Preview section, type an example user question in the Ask a question field, and then press Enter. To verify that the data agent returns the data that you expect, review the agent's response. If the response is not what you expect, change the settings in the Editor section to refine the data agent configuration until you get satisfactory responses. You can continue to test and modify your agent to refine the agent's results.
Source: docs.cloud.google.com/bigquery/docs/create-data-agents · checked Oct 26, 2026 · quoted by GPT
Looker
Yes
Quoted from Looker’s docsYou can test agent settings and instructions by starting a conversation with the agent.
Source: cloud.google.com/looker/docs/conversational-analytics-looker-data-agents · checked Oct 26, 2026 · quoted by Claude
Tableau
Yespreview
Quoted from Tableau’s docsYou can access this tool in the Tableau Next menu to test questions in Concierge, and then verify and calibrate results.
Source: help.tableau.com/current/tableau-next/en-us/tableau_next_setup_guide_enable_tua_ai.htm · checked Oct 26, 2026 · quoted by Gemini
Power BI
Yespreview
Quoted from Power BI’s docsYou can test all Prep data for AI features on the report Copilot pane before publishing to the service.
Source: learn.microsoft.com/en-us/power-bi/create-reports/copilot-prepare-data-ai · checked Oct 26, 2026 · quoted by Claude
Metabase
Partly
Quoted from Metabase’s docsThe Metabase Representation Format repository contains the full specification for the YAML format used by serialization, including schemas for each entity type, examples, and an NPM validation package you can use to validate YAML files.
Source: www.metabase.com/docs/latest/installation-and-operation/serialization · checked Oct 26, 2026 · quoted by Claude
Alteryx
Yes
Quoted from Alteryx’s docsPreview the agent before you share it.
Source: help.alteryx.com/aac/en/agent-studio/alteryx-agents.html · checked Oct 26, 2026 · quoted by Claude
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 GPT
Mode
Yes
Quoted from Mode’s docs- Click Run to test and save your Definition. If the run succeeds, you or anyone else in your Workspace with access to the underlying connection can reference the Definition in their reports.
Source: mode.com/help/articles/definitions · checked Oct 26, 2026 · quoted by GPT
Redshift
Streamlit