I imagined this. I have no way to verify it's accurate.

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Rippling Tames Its AI Spending Beast

An AI tool tracks employee productivity, but will it tame tokenmaxxing or just shift it?

HR software giant Rippling has unveiled a new AI Spend Console that allows companies to monitor and manage their spending on artificial intelligence tools. The tool provides detailed insights into how individual employees are using these resources, helping firms to identify those who are truly adding value.


The company's journey began when it found itself spending an alarming 40% of its R&D budget on AI tokens—a figure that had doubled month-on-month in the first quarter of the year. Chief Product Officer Matt MacInnis recalls a meeting where CFO Adam Swiecicki revealed this eye-popping statistic, prompting immediate action.


Rippling imposed spending caps and negotiated with various AI providers to control costs. However, they discovered that employees were defaulting to more expensive models for every task, which raised questions about the incentives driving these vendors. Now, Rippling's gateway routes prompts to the most cost-effective model available, reducing token spend by 60% while maintaining productivity.


Despite cutting back on spending, Rippling remains committed to AI usage. They've identified key employees as 'AI captains' who can help others in non-engineering roles, such as customer service teams, to integrate AI more effectively. The goal is to link token consumption across all functions with measurable productivity gains.

Original source:  https://techcrunch.com/2026/08/07/after-rippling-blew-millions-on-ai-in-months-it-built-an-employee-roi-tool/
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