Key points
- Anthropic announced reporting tools that show managers a team's output, its token cost and where workflows broke down, over a chosen date range.
- Data comes from internal analytics and employee surveys; Anthropic says it will not use it for model training by default.
- Anthropic is also adding pooled group budgets so teams can manage token spending together.
- Jellyfish data on 276,000 customers shows spend on Anthropic-based coding tools up 10x this year, about 2% of total engineering cost.
Why it matters for marketers: Teams buying agentic tools now get a way to tie token spend to output, which gives marketing and content leads evidence for budget conversations with finance.
Anthropic on Wednesday announced a set of reporting tools for enterprise customers who want a clearer view of what their token spending produces. Managers can look at a team's work over a date range, see what was produced, what it cost and where workflows fell apart. The reports also include recommendations for improving results.
The company is pairing the reports with pooled group budgets, which let teams manage token spending together. Anthropic says the data will not be used for model training by default. TechCrunch framed the launch as an effort to prove return on investment, a leading concern among large buyers.
The timing reflects pressure on AI budgets. A Jellyfish report covering agentic coding tool use by 276,000 of its customers found that Claude Code and other tools built on Anthropic models account for nearly a third of proposed code changes submitted for review. Spending on them has grown 10x since the start of the year, though it equals only about 2% of engineering cost. Jellyfish chief scientist Nicholas Arcolano said the growth is something most CFOs did not plan for.
For marketers and content teams, the lesson reaches beyond coding. As agent-based tools spread into campaign and content workflows, finance will ask what the spend returns. Usage-level reporting and shared budgets are the kind of controls that make those conversations easier.
Jellyfish's Nikolas Albarran argued that switching costs rise once teams standardize workflows around a tool. Watch whether competing vendors offer similar reporting, and whether your own team can measure output per dollar before renewal talks.
Sources
This brief is our own summary. Read the full reporting at the source.
