Anthropic has made three Claude Enterprise tools generally available — smart reports, in-app surveys, and pooled group budgets — so companies can see what their teams actually get done with Claude, what it costs, and where the work gets stuck. Why it matters: enterprise AI bills are growing fast, and this is Anthropic’s answer to the finance-team question of what all those tokens bought.
October 28, 2026
What happened
Anthropic announced on Wednesday, October 28 that smart reports, in-app surveys, and pooled group budgets are now generally available for Claude Enterprise. All three are admin-side tools: they do not change the models, they change how an organization measures, funds, and improves its Claude usage.
What smart reports show
An admin picks a team, a date range, and the products to include. Claude then analyzes a sample of the team’s transcripts and groups the work into workstreams, showing the spend for each one, the deliverables produced, and the most common points of friction — Anthropic’s examples include a missing connector or a failed tool call. Each report ends with one consolidated list of recommendations, including recurring workflows worth turning into skills and rules worth adding to a code repository. Findings can be shared as artifacts, reports can answer custom questions about model usage and cost, and team leads who are not admins can be allowed to run reports for their own groups. Anthropic is explicit that smart reports are meant to inform adoption and investment planning — not to evaluate individual performance or make employment decisions.
Surveys and shared budgets
In-app surveys put short question cards in front of members inside Claude itself. The default questions ask about the most valuable thing someone did with Claude recently, how it changed the time that work took, and what would break or slow down first if the team lost access. Admins can customize or remove questions, choose recipients and timing, and export responses to a spreadsheet. Pooled group budgets give a team one shared monthly budget instead of only per-person limits: member limits still apply as a guardrail, every request counts against both, and a member stops at whichever runs out first. Members who hit a limit can request more from inside Claude, and admins with billing permissions get email alerts at 50%, 75%, 95%, and 100% of the group budget. Availability of all three features varies for organizations with HIPAA configurations or customer-managed encryption keys.
Why it matters
The timing is not subtle. TechCrunch reports that Anthropic shared investor financials this week showing an operating profit in the second quarter and 900% net revenue retention — customers who spent in Q3 2025 spent nine times as much in Q3 2026. Growth like that creates its own problem: CFOs who never budgeted for this line item now want receipts. A Jellyfish report cited by TechCrunch, covering 276,000 users of agentic coding tools, found spending on those tools has grown 10x since the beginning of the year to about 2% of total engineering cost. Tools that show workstreams, costs, and friction points are how a vendor argues the spend is working — and, practically, they are also how an admin finds the broken connector or the workflow that should become a shared skill. Expect every enterprise AI vendor to ship some version of this; Anthropic just made its version the default for Claude Enterprise customers.
Frequently asked questions
What are Claude Enterprise smart reports?
Admin reports that analyze a sample of a team’s Claude transcripts and group the work into workstreams, showing spend, deliverables, common friction points, and recommendations for repeatable workflows.
What is a pooled group budget in Claude Enterprise?
One shared monthly budget for a whole team, on top of individual member limits. Every request counts against both, and billing admins get alerts at 50%, 75%, 95%, and 100% of the group budget.
Are the new tools available to all Claude Enterprise customers?
Anthropic says all three are generally available for Claude Enterprise as of October 28, 2026, with availability varying for organizations using HIPAA configurations or customer-managed encryption keys.
Does Anthropic use smart report data to train its models?
TechCrunch reports Anthropic says it will not use this data for model training by default, and Anthropic says survey responses are treated as customer data, accessed only as necessary to operate the service.
Sources: Anthropic (Claude blog), TechCrunch, Daily AI Brief