After Rippling blew millions on AI in months, it built an employee ROI tool
TechCrunch
β’Fri, 07 Aug 2026 21:30:11 +0000
π° What Happened
HR software firm Rippling launched AI Spend Console, a tool to track and contain a company's AI token spending and show which employees and teams actually get productivity gains. The tool came after Rippling itself blew millions on AI tokens, at one point burning about 40% of its R&D budget on AI and with spending growing 80% month-over-month.
π The Backstory
Rippling, like many companies, went all in on heavy AI use ('tokenmaxxing') at the start of the year, only to discover employees were burning enormous amounts of cash on AI tokens with mixed productivity payoff. A March executive review revealed the scale of the problem, prompting the tool's development.
π― Why It Matters
As companies pour money into AI, many struggle to measure return on investment. This story matters to business readers who want practical insight into managing AI costs, distinguishing real productivity gains from 'AI slop,' and avoiding runaway spending.
HR software firm Rippling launched AI Spend Console, a tool to track and contain a company's AI token spending and show which employees and teams actually get productivity gains. The tool came after Rippling itself blew millions on AI tokens, at one point burning about 40% of its R&D budget on AI and with spending growing 80% month-over-month.
Rippling, like many companies, went all in on heavy AI use ('tokenmaxxing') at the start of the year, only to discover employees were burning enormous amounts of cash on AI tokens with mixed productivity payoff. A March executive review revealed the scale of the problem, prompting the tool's development.
As companies pour money into AI, many struggle to measure return on investment. This story matters to business readers who want practical insight into managing AI costs, distinguishing real productivity gains from 'AI slop,' and avoiding runaway spending.