Organizations are increasingly shifting toward usage-based billing for AI coding assistants, which now function more like unpredictable cloud infrastructure than fixed-seat SaaS subscriptions. To control costs, platform teams must adopt FinOps practices to track utilization, optimize model-mix drift, and monitor spend across multiple vendors.