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TechCrunch·4 min read·medium

After Rippling blew millions on AI in months, it built an employee ROI tool

J
Julie Bort
After Rippling blew millions on AI in months, it built an employee ROI tool
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HR software company Rippling has launched an 'AI Spend Console' to help businesses track and limit excessive spending on AI tokens. The tool was developed after the company discovered that a small percentage of employees were responsible for the vast majority of their AI-related costs.

Why it matters

This reflects a growing trend of companies moving from experimental AI adoption to rigorous financial oversight and ROI analysis.

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HR software provider Rippling this week unveiled AI Spend Console , an anti-tokenmaxxing product that helps a company track and contain its AI spending. One of the most interesting features is that it maps how much individual employees, teams, and roles are spending and if they are genuinely more productive, or generally producing more AI slop.

The company promises the tool will show “which engineers have high AI spend whose peers frequently ask them to redo work in code reviews,” the company says in its blog post .

The tool was born after Rippling went all in on tokenmaxxing at the start of the year — as so many did — only to discover employees were wildly burning cash. Chief Product Officer Matt MacInnis still recalls the executive team meeting in March when CFO Adam Swiecicki presented a number that shocked them.

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