Guides Anthropic published oct 9, 2026

How to Use Claude Dashboards to Build a Connected Sales Report

beginner

The Rundown

Claude Dashboards turns questions about connected business data into reports you can filter and check. Anthropic announced Dashboards on October 8, 2026, in beta on paid Claude plans. Charts expose their source queries and refresh times so you can inspect the figures.

In this guide, you will build a sales dashboard that answers one question: Which open deals need attention? You will check the totals, filter by owner, and test whether a source change reaches the report. Our walkthrough uses a private fictional CSV in Google Drive, read through Claude's native Dashboard Beta template.

The workflow starts with a supported data connection. University Pro members get fictional practice data, the dashboard brief, prompts, an answer key, and refresh tests. You can also follow the guide with an approved source your team already uses.

What are Claude Dashboards?

A Claude dashboard is a saved artifact made from the Dashboards template. Claude queries your connected source and builds charts from the results. You can ask for changes in the conversation and revisit the report from Artifacts.

Anthropic positions the feature for quick data questions. Start with one source and one decision before asking for a full company report.

Claude Dashboards vs ChatGPT Intelligent UI

Both let you interact with visual answers. Their documented workflows differ:

FeatureA useful starting task
Claude DashboardsBuild a saved report from connected business data, then inspect its queries and refresh times.
Claude custom visualsExplore a chart, diagram, or small interactive view inside a conversation.
ChatGPT Intelligent UIUse controls, charts, and other interactive elements within a ChatGPT answer.

For the in-chat calculator workflow, see our ChatGPT Intelligent UI guide. The steps below focus on Claude's new connected dashboard template.

What you need

Use Claude on the web for this walkthrough. Check these requirements before adding data:

RequirementWhat to confirm
Claude accessPro, Max, Team, or Enterprise. Dashboards is a paid-plan beta.
Workspace settingsOn Team and Enterprise, an Owner or Primary Owner can enable Artifacts and the Dashboards template. Enterprise defaults Dashboards to off and supports access limits through custom roles. See the admin controls.
Artifact capabilityCloud code execution and file creation must be enabled. Team and Enterprise connected-app artifacts also need Enable artifact connectors under Organization settings → Capabilities → Visuals.
A supported sourceThis walkthrough uses a private CSV through an authorized Google Drive connection. The Dashboards setup guide also lists platforms such as BigQuery, Snowflake, Databricks, Redshift, ClickHouse, and Salesforce.

Choose a small test dataset or an approved read-only view. A data owner may need to prepare the source or connection. Keep private customer details out of the first run.

Only have a CSV? Claude can create an interactive chart from an uploaded CSV through its custom visuals. Attaching a file to chat gives Claude a snapshot. A CSV stored in a connected service needs a verified source read and a tested refresh path before you can rely on later changes reaching the report.

For the Pro example, store sales-opportunities.csv as a separate private CSV file in Google Drive. Keep its CSV format and copy its file link. Follow the supplied field definitions. Keep the answer key and later refresh files out of Claude's first attempt. An approved warehouse table can also support this exercise, with its own connection and query checks.

Common Claude dashboard problems

ProblemWhat to check
Dashboards is missing.Check your paid plan, the selected workspace, artifact capabilities, and the admin's template settings.
The chart shows sample values.Ask for the actual source query and returned rows. Stop if Claude has substituted made-up data.
A total is too high.Check repeated IDs, test records, currencies, closed stages, and joins that repeat deals.
A filter changes only one section.Recheck every headline, chart, and table under the same filter.
The report looks stale.Check the source update, query time, errors, and whether the filters exclude the new record.
A colleague sees an access error.Check their account, source connection, and permissions. Keep the report private until access works as intended.

Access and sharing depend on Claude's current artifact settings and viewer rules. The numeric checks above are our review method for this example.

Learn to test the report before your team relies on it

Keep a small set of checks with known answers. Add a case when a wrong filter, missing record, or unclear definition causes trouble.

In Intro to AI Evals, Nate Grahek teaches how to choose test inputs, define expected results, and compare AI workflows for quality, speed, and cost. The course curriculum uses spreadsheet and Claude Code examples. It teaches a review method rather than a dedicated lesson on this new dashboard feature.

Watch Intro to AI Evals with University Pro →

University Pro members get this guide's practice data, prompts, answer key, and refresh-test files. Your Claude account and data connection have separate access requirements.

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