tech
After Rippling blew millions on AI in months, it built an employee ROI tool
After its own AI usage wake-up call, Rippling this week unveiled AI Spend Console, a product that tracks individual and team employee AI spending.

TL;DR
- Rippling introduced AI Spend Console to monitor and control company AI expenses.
- The tool was developed after Rippling experienced substantial AI spending, nearing 40% of its R&D headcount budget.
- AI Spend Console analyzes employee, team, and role-based AI spending and its correlation with productivity.
- Rippling found that a small percentage of employees drove a large portion of AI costs, with one engineer spending $50,000 monthly.
- The company negotiated spending caps with AI providers and began routing prompts to more cost-effective models, including open-weight options.
- Rippling's internal AI token spend decreased from 40% to 15% of its headcount budget, despite continued AI usage.
- The company also designated 'AI captains' to assist others in using AI effectively.
- Measuring AI productivity beyond engineering, such as in customer-facing roles, is crucial for broader employee AI access.