Anthropic Adds Smart Reports, In-App Surveys and Pooled Budgets to Claude Enterprise
The new admin tools show what teams do with Claude, what it costs and where workflows break, as enterprise buyers ask what their AI spending is buying.
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On Oct. 28, 2026, Anthropic made three new admin tools generally available for Claude Enterprise. Smart reports summarize a team's work in Claude and what it cost. In-app surveys collect employee feedback. Pooled group budgets let a team share one monthly spending limit. TechCrunch described the launch as a clear attempt to show customers the return on their AI spending.
Illustrative image. Unsplash contributor, CC0, via Wikimedia Commons.
Smart reports: work, cost and friction
An admin picks a team, a date range and the Claude products to include. Claude then analyzes a sample of that team's transcripts and groups the work into workstreams, according to Anthropic. For each workstream, a report shows:
- Spending
- Deliverables produced
- The most common points of friction, such as a missing connector or a failed tool call
Each report ends with one consolidated list of recommendations. These include recurring workflows that could become skills and rules worth adding to a code repository. Admins can share any finding as an artifact and ask custom questions about model usage and cost. They can also save questions as templates. If a spend limit is holding someone back, an admin with billing permission can raise it directly from the report.
Owners can let team leads who are not admins run reports for their own groups. Anthropic says smart reports are meant to help admins understand adoption and plan investment. It says they are "not for evaluating individual performance or making employment decisions." TechCrunch reported that Anthropic will not use this data for model training by default.
"I'm very close to how our teams use Claude, and smart reports still surfaced things I didn't know," said John Jannone, AI enablement lead at DoorDash, in Anthropic's announcement.
In-app surveys: the team's view
The default survey questions focus on value:
- The most valuable recent use of Claude
- How Claude changed the time a task took
- Which use a teammate should copy
- What would break or slow down first if access ended
Admins can edit or remove questions and choose who gets a survey, when and where. Members see a short card after a reply. Responses appear on a survey page as they arrive and can be exported to a spreadsheet.
Surveys now work for organizations that use customer-managed encryption keys. Where an organization sets one retention period for all data, survey responses are deleted on that schedule. Anthropic says it treats surveys as customer data and accesses them only as needed to run the service.
Pooled budgets: shared limits
A pooled group budget gives a team one monthly allowance. That makes heavy users less likely to hit an individual cap early in the month while colleagues leave budget unused. Individual limits remain as a guardrail. Each request counts against both, and a member stops at whichever limit runs out first.
Members who hit a limit can request more from inside Claude, and admins review the request. The setup screen suggests an amount based on the group's recent usage. Admins with billing permissions get email alerts at 50%, 75%, 95% and 100% of a budget.
Why it matters now
Companies are under pressure to justify AI costs. TechCrunch cited a Jellyfish report showing spending on agentic coding tools up 10x since the start of the year, now equal to about 2% of total engineering cost. "That 10x growth is growth that most CFOs didn't plan for," Jellyfish chief scientist Nicholas Arcolano told the publication.
TechCrunch also reported that financials Anthropic shared with investors this week show an operating profit in the second quarter and 900% net revenue retention. A Jellyfish product lead described tools like these as a lighter-weight version of the forward-deployed engineers that AI labs embed with large customers.
Availability
All three features are generally available for Claude Enterprise. Availability varies by configuration, including for organizations with HIPAA setups or customer-managed encryption keys. If you're an Enterprise admin, check Anthropic's Help Center for eligibility. A good first step is a smart report on a single pilot team. For more on enterprise AI, see our Artificial Intelligence hub.
How we reported this
We checked every feature detail against Anthropic's Oct. 28, 2026 announcement. Business context and industry data come from TechCrunch's same-day report. We have not tested these features ourselves.
Sources
- Anthropic, "Smart reports, surveys, and pooled group budgets for Claude Enterprise," Oct. 28, 2026: https://claude.com/resources/articles/smart-reports-surveys-pooled-budgets
- TechCrunch, "Anthropic just launched tools to show companies what their AI spending is buying," Tim Fernholz, Oct. 28, 2026: https://techcrunch.com/2026/10/28/anthropic-just-launched-tools-to-show-companies-what-their-ai-spending-is-buying/
DailyMech used AI tools to help research and draft this article; it was fact-checked by our editors.