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Build Reports disagree6 publishers 3 min read Published Updated

Claude Dashboards links every number to the SQL that produced it

Anthropic's Claude Dashboards, now in beta on paid plans, shows the SQL query behind any number a user clicks. The New Stack reported that Anthropic has not yet said whose credentials run each refresh, a detail data teams need before connecting a production warehouse.

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Illustration accompanying Claude Dashboards links every number to the SQL that produced it
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What happened

  • Dashboards connects to Snowflake, Databricks, Amazon Redshift and ClickHouse, and it also works with Claude's existing connectors, including Salesforce.
  • Anthropic says Claude refreshes a dashboard as the underlying data changes, with a timestamp on each chart showing when it last updated.
  • Users can move a dashboard into Grafana, Hex, Mixpanel, monday.com, Omni, PostHog or Sigma, with Looker, Perplexity and Tableau support coming later.
  • OpenAI's Data agent, a ChatGPT Work plugin launched about a month earlier, builds similar dashboards and can write them directly into Power BI, Tableau and ThoughtSpot.

Why it matters

  • What's now possible capability Data teams can check a generated dashboard by rerunning the query behind any figure in their own warehouse console before anyone acts on it.
  • What it limits constraint Until the semantic-layer question is settled, a reviewer cannot assume a Claude metric matches the definition the finance team already uses.
  • Who has to decide decision Admins deciding whether to allow external sharing have to make that call before knowing which identity serves warehouse data to public-link viewers.

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Confirmed2 publishers

Putting the query one click from each figure [1][2] is good engineering. I think most of the risk in a generated dashboard sits in its SQL, and this design keeps that SQL in front of whoever reads the chart. Readers who would rather skip it can ask Claude to explain the figure [3]. The explanation comes from the same model that wrote the query.

Two answers decide how far that review reaches. The New Stack reported both as open. One is whether Claude goes through a semantic layer or queries the tables directly. The other is which account's credentials a dashboard runs under when it refreshes [10]. Admins can switch on sharing beyond the organisation, public links included [11]. Anthropic has not said whether those viewers see live data or whose credentials retrieve it, according to the same report [11].

The semantic-layer answer sets the size of the review. With a governed layer, a generated query points at a metric the business has already defined. Against raw tables, Claude picks the joins and decides what counts as revenue, so the reviewer approves the definition along with the result. The New Stack reported that OpenAI's agent supports semantic layers such as Databricks Genie Ontology [14].

The credentials answer sets who sees what. Each automatic refresh [5] runs with no user in the session, so it has to authenticate as someone: the author, a service account, or each viewer. If it runs as the author, row-level restrictions follow the author, and a viewer on a public link gets the author's view of the data. OpenAI says Data agent queries respect the existing table, row and column permissions of whatever account is connected [15].

The New Stack judged the two products' overall direction essentially the same [12]. In the published material, OpenAI has said more about permissions, and Anthropic has said more about tracing a figure back to its query [15][1]. I'd expect teams to draft in Claude and move dashboards whose queries pass review into the BI tool they already govern. The New Stack reported that Anthropic is not positioning Dashboards as a BI replacement [6].

The warehouse vendors sell their own versions, Snowflake Intelligence and Databricks Genie [17]. Snowflake signed a $200 million deal with Anthropic in December 2025, and product leaders at both Snowflake and Databricks commented in OpenAI's Data agent announcement [16].

Off by default is the right setting for a tool that writes queries against a production warehouse. Anthropic chose it. Dashboards is a beta on paid plans, and Enterprise admins must enable it, along with Motion [7], a new tool that animates reports and charts by writing code [9]. Docs, Slides and Design, by contrast, will be enabled by default for Enterprise organisations on Oct. 15 [8].

What to watch

  • Anthropic documenting whose credentials a Claude dashboard refresh uses, and what outside viewers on a public link can see.
  • Whether Claude Dashboards adds semantic-layer support comparable to OpenAI's Databricks Genie Ontology integration.
  • Arrival of the Looker, Perplexity and Tableau exports that Anthropic lists as coming later.

Clarity's read

What the record supports and how the coverage leans. The claims behind it follow.

Reality

Evidence70
Adoption
Not scored
Hype gap+10
Incentives60
Confidence68

Perspective Coverage

7 publishers
Builder
Builder 36%
Operator
Operator 40%
Investor
Investor 24%
Why these scores

Claim ledger

Ranked by verification strength, evidence, and original report placement.

  1. [1]

    Clicking a number in a Claude dashboard brings up the query that produced it.

    Reported Supported Source: The New StackView cited source
  2. [2]

    In Claude Dashboards every number shows its underlying query, Anthropic says.

    Reported Supported Source: The Decoder, citing AnthropicView cited source
  3. [3]

    Users who don't want to read SQL can ask Claude to explain the figure.

    Reported Supported Source: The New StackView cited source
  4. [4]

    Claude Dashboards connects to enterprise data sources Snowflake, Databricks, Amazon Redshift and ClickHouse, among others, and works with Claude's existing connectors, including Salesforce.

    Reported Supported Source: The New StackView cited source
  5. [5]

    Anthropic says Claude will refresh the dashboard as the data changes, with a timestamp on each chart showing its last update.

    Reported Supported Source: The New Stack, citing AnthropicView cited source
  6. [6]

    Anthropic isn't positioning Dashboards as a replacement for business intelligence tools; its feature set can't replace specialized BI tools.

    Reported Supported Source: The New StackView cited source
  7. [7]

    Dashboards is available in beta on Claude's paid plans, and Enterprise admins must enable both Dashboards and Motion.

    Reported Supported Source: The New StackView cited source
  8. [8]

    Docs, Slides and Design will be enabled by default for Enterprise organizations on Oct. 15.

    Reported Supported Source: The New StackView cited source
  9. [9]

    Claude Motion uses code to animate reports and charts.

    Reported Supported Source: The New StackView cited source
  10. [10]

    It remains unclear whether Claude works from a semantic layer or writes SQL straight against tables, and whose credentials a dashboard uses when it refreshes.

    Reported Supported Source: The New StackView cited source
  11. [11]

    Admins can allow users to share dashboards outside their organization, including through public links; Anthropic hasn't said whether those viewers see live data or whose credentials would retrieve it.

    Reported Supported Source: The New StackView cited source
  12. [12]

    The list of supported vendors differs between OpenAI and Anthropic, but the overall direction of the two products is essentially the same.

    Reported Supported Source: The New StackView cited source
  13. [13]

    OpenAI's Data agent launched about a month earlier as a ChatGPT Work plugin, builds similar dashboards, connects to platforms including Redshift, BigQuery, ClickHouse, Databricks, MongoDB, Snowflake and Datadog, and can build dashboards directly in Power BI, Tableau and ThoughtSpot.

    Reported Supported Source: The New StackView cited source
  14. [14]

    OpenAI's Data agent supports semantic layers like Databricks Genie Ontology.

    Reported Supported Source: The New StackView cited source
  15. [15]

    According to OpenAI, Data agent queries respect the existing table, row and column permissions of whatever account is connected.

    Reported Supported Source: The New Stack, citing OpenAIView cited source
  16. [16]

    Snowflake signed a $200 million deal with Anthropic in December 2025, but OpenAI's Data agent announcement includes comments from product leaders at both Snowflake and Databricks.

    Reported Supported Source: The New StackView cited source
  17. [17]

    Snowflake and Databricks have their own natural-language analytics tools, Snowflake Intelligence and Databricks Genie.

    Reported Supported Source: The New StackView cited source
  18. [18]

    Users can move a dashboard into Grafana, Hex, Mixpanel, monday.com, Omni, PostHog or Sigma; support for Looker, Perplexity and Tableau is coming later.

    Reported Contested Source: The New StackView cited source

Sources

6 independent publishers whose own reporting we read for this story.

  1. channelnewsasia.com

    1 article · October 8, 2026

    Anthropic launches dashboard, animation tools for Claude
  2. claude.com

    1 article · October 9, 2026

    Claude launch Dashboards and Motion in beta
  3. cryptopolitan.com

    1 article · October 8, 2026

    Anthropic puts Claude Dashboards and Motion into beta for live data and animation
  4. runtimewire.com

    1 article · October 8, 2026

    Anthropic adds live dashboards and editable animations to Claude
  5. testingcatalog.com

    1 article · October 8, 2026

    Claude launches Dashboards and Motion in beta
  6. the-decoder.com

    1 article · October 8, 2026

    Claude can now generate animated explainer videos and live data dashboards from text prompts
  7. thenewstack.io

    1 article · October 8, 2026

    Claude can now build your dashboards

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