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Anthropic launches reporting tools that show what AI token spend returns

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

TechCrunch · AIby Tim Fernholz ()4 min read1
AI summary · x-ai/grok-4.7Summaries by Vani AI

Managers can see team output, cost and workflow failures; Anthropic says the data is not used for training by default.

Anthropic announced enterprise reporting tools and pooled group budgets so customers can judge the value of token spend on tools such as Claude Code. TechCrunch reports Anthropic told investors it posted an operating profit in the second quarter and 900% net revenue retention from Q3 2025 to Q3 2026. A Jellyfish survey of agentic coding use among 276,000 customers found Anthropic-based tools still the most used, with related spend up 10x this year to about 2% of engineering cost.

Unconfirmed: Profit, retention and Jellyfish usage figures are as Anthropic and Jellyfish described them to TechCrunch.

Key facts
  • Reports cover a date range, output, cost and where workflows broke down.
  • Jellyfish says Anthropic tools account for nearly a third of proposed code changes.
  • OpenAI’s Astra has not slowed Anthropic adoption in Jellyfish’s data, the firm says.
  • Most of the Fortune 500 are not seeing major gains from deploying AI, the article says.
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From the original article

4 min read at techcrunch.com

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

TechCrunch · AI

By Tim Fernholz · techcrunch.com

Read the full article at TechCrunch · AI

A short excerpt; the article and its images belong to the publisher. Summary, key facts and assessment above are AI-written from the article and can be wrong.