After Rippling blew millions on AI in months, it built an employee ROI tool
Market
AI/ML operating economics / CTO-CFO value governance
Trend
Rippling found AI consumption heading toward 40% of its R&D headcount budget and growing 80% month over month, with 10–15% of employees driving 60% of spend.
Tech Highlight
Caps, team-level dashboards, multi-model benchmarks, and a routing gateway reduced token spend to 15% of the R&D headcount budget; July consumed 600 billion tokens at 37% of April's cost.
6-Month Outlook
CTO-CFO teams will govern AI by cost per verified engineering outcome, not token volume alone; expect model routing, spend anomalies, and team productivity evidence to become standard portfolio controls.