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Anthropic just launched tools to show companies what their AI spending is buying

The frontier lab is lifting the curtain on how users spend money on its models ahead of a planned IPO.

Anthropic, the AI startup, has unveiled new tools aimed at helping businesses understand the value they derive from their investment in its AI coding tool, Claude Code. The company reported an operating profit in the second quarter, and noted a staggering 900% increase in net revenue retention from the same customers in Q3 2025 to Q3 2026.

To provide enterprise users with a granular view of their spending, Anthropic has introduced reporting tools that utilize internal analytics and employee surveys to give managers insights into team work, production output, costs, and workflow breakdowns. These tools will also offer recommendations for improvement, demonstrating the return on investment of Anthropic's tools - a crucial factor for large customers.

To aid in managing token spending, Anthropic is also creating pooled group budgets. According to a report by Jellyfish, a company that provides tools for software developers, Claude Code and other Anthropic models are the most widely used coding tools, with spending on these tools having grown 10 times since the beginning of the year, now equating to about 2% of total engineering costs.

Experts believe that while this spending may seem small, the growth in usage is a development that most CFOs did not anticipate. Despite competition from other AI models like OpenAI's Astra, Anthropic's enterprise solutions have proven successful, with many businesses finding it difficult to switch due to the significant investment they have made.

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