Anthropic has distinguished itself from industry competitors for two major reasons: user privacy and coding capabilities. In particular, it’s Claude Code’s solution — which allows users to run the coding assistant directly in their workspace to write or manage code — that has attracted an exponential number of users. It’s now a highly requested feature.
Also: Anthropic’s Claude dives into financial analysis. Here’s what’s new
On Tuesday, Anthropic launched a comprehensive analytics dashboard for Claude Code. This dashboard gives enterprise admins greater insight into how their teams are using the AI coding tools, including a breakdown of user activity and cost tracking per user.
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Default analytics dashboard
The analytics dashboard will be enabled by default for all teams using Claude Code on the Anthropic API. Ultimately, this insight should help admins better understand how the tools are being used and, most importantly, how to better determine ROI.
Also: Anthropic’s free Claude 4 Sonnet aced my coding tests – but its paid Opus model somehow didn’t
“Obviously, you don’t want to spend too much on this solution, and it can be expensive because the model itself is pretty expensive,” said Adam Wolff, manager of the Claude Code team, to ZDNET. “But at the same, you don’t want to make that number too small, because like in a lot of ways, I think every dollar into this system, you know, is like more than one dollar out.”
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Other metrics
Other metrics displayed on the dashboard include lines of code accepted, total spend, user activity over time, and suggestion accept rate. These metrics help admins better understand exactly how the tools are being used and how workflows are changing.
“It’s not about punishing or even rewarding developers based on their productivity. It’s more about sharing knowledge and understanding what’s working and what might not be working within your engineering department,” Wolff said.
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Claude Code has been on an upward trajectory, picking up momentum since the launch of the Claude 4 models. Its user base has grown by 300%, and run-rate revenue has grown by more than 5.5x. Anthropic has also continued to roll out releases, with remote MCP support in Claude Code and the inclusion of Claude Code AI in its $20‑a‑month Pro plan.
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