Software-as-a-Service (SaaS) providers are confronting lower gross margins as expensive cloud compute and inference costs weigh on operational efficiency. The integration of generative model features has fundamentally changed traditional unit economics for software platforms.
Pricing Model Adjustments
To preserve operating margins, vendors are transitioning from flat-rate seat licensing to usage-based consumption pricing. Corporate buyers are responding by tightening software audit policies and restricting API usage to control unexpected operational expenses.