AI PCs and Token Costs: A Hybrid Future

Gartner predicts 30% of enterprises will use AI PCs to cut cloud token costs by 2029, driven by small language models and on-device AI tools like Claude Cowork and OpenAI Codex. However, agentic systems can raise total AI spending even as per-token prices fall, complicating budgeting.