Build4 publishersReports disagree3 min readPublished
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.
The Engineer · Build desk
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.
Compiled by The EngineerSomething wrong?How this is made
Why it matters
- 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.
- constraint Until the semantic-layer question is settled, a reviewer cannot assume a Claude metric matches the definition the finance team already uses.
- decision Admins deciding whether to allow external sharing have to make that call before knowing which identity serves warehouse data to public-link viewers.
Putting the query one click from each figure [2][3] 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 [4]. 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 [14]. Admins can switch on sharing beyond the organisation, public links included [15]. Anthropic has not said whether those viewers see live data or whose credentials retrieve it, according to the same report [15].
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 [12].
The credentials answer sets who sees what. Each automatic refresh [7] 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 [13].
The New Stack judged the two products' overall direction essentially the same [10]. In the published material, OpenAI has said more about permissions, and Anthropic has said more about tracing a figure back to its query [13][2]. 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 [8].
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 [5], 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 [6].
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
- Evidence60
- Adoption
- Insufficient
- Hype gap+10
- Incentives50
- Confidence58
Perspective Coverage
4 publishers- Builder
- Builder 35%
- Operator
- Operator 39%
- Investor
- Investor 26%
Claim ledger
Ranked by verification strength, evidence, and original report placement.
- [1]
Claude Dashboards connects to enterprise data sources Snowflake, Databricks, Amazon Redshift and ClickHouse, among others, and works with Claude's existing connectors, including Salesforce.
ReportedSupportedSource: The New Stack4 sources— create a free account to open themView cited source - [2]
Clicking a number in a Claude dashboard brings up the query that produced it.
ReportedSupportedSource: The New Stack3 sources— create a free account to open themView cited source - [3]
In Claude Dashboards every number shows its underlying query, Anthropic says.
ReportedSupportedSource: The Decoder, citing Anthropic3 sources— create a free account to open themView cited source - [4]
Users who don't want to read SQL can ask Claude to explain the figure.
ReportedSupportedSource: The New Stack3 sources— create a free account to open themView cited source - [5]
Dashboards is available in beta on Claude's paid plans, and Enterprise admins must enable both Dashboards and Motion.
ReportedSupportedSource: The New Stack4 sources— create a free account to open themView cited source - [6]
Docs, Slides and Design will be enabled by default for Enterprise organizations on Oct. 15.
ReportedSupportedSource: The New Stack4 sources— create a free account to open themView cited source - [7]
Anthropic says Claude will refresh the dashboard as the data changes, with a timestamp on each chart showing its last update.
ReportedSupportedSource: The New Stack, citing Anthropic2 sources— create a free account to open themView cited source - [8]
Anthropic isn't positioning Dashboards as a replacement for business intelligence tools; its feature set can't replace specialized BI tools.
ReportedSupportedSource: The New Stack2 sources— create a free account to open themView cited source - [9]
Claude Motion uses code to animate reports and charts.
ReportedSupportedSource: The New Stack3 sources— create a free account to open themView cited source - [10]
The list of supported vendors differs between OpenAI and Anthropic, but the overall direction of the two products is essentially the same.
ReportedSupportedSource: The New Stack2 sources— create a free account to open themView cited source - [11]
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.
- [12]
OpenAI's Data agent supports semantic layers like Databricks Genie Ontology.
- [13]
According to OpenAI, Data agent queries respect the existing table, row and column permissions of whatever account is connected.
- [14]
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.
- [15]
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.
- [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.
- [17]
Snowflake and Databricks have their own natural-language analytics tools, Snowflake Intelligence and Databricks Genie.
- [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.
ReportedContestedSource: The New Stack3 sources— create a free account to open themView cited source
Sources
4 independent publishers whose own reporting we read for this story.
- channelnewsasia.comAnthropic launches dashboard, animation tools for Claude
1 article · October 8, 2026
- runtimewire.comAnthropic adds live dashboards and editable animations to Claude
1 article · October 8, 2026
- the-decoder.comClaude can now generate animated explainer videos and live data dashboards from text prompts
1 article · October 8, 2026
- thenewstack.ioClaude can now build your dashboards
1 article · October 8, 2026
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