“Most will read this as segmentation. Greyhound Research reads it as rationing, and the five-hour limit is the tell,” Gogia said. “On July 12, OpenAI removed that limit free of charge. At the end of July, it was restored. On August 10, it became a paid entitlement.”

CIOs face allocation and cost decisions

The higher-priced tier raises questions about how enterprises assign access, analysts said.

“Don’t start with people. Start with your billing data,” Chopra said. “If someone is regularly drawing down shared workspace credits, a fixed higher seat may cost less and forecast better than open-ended credit consumption.”