When Trillions of Tokens Become Internal R&D Costs: Kingsoft Office's Model Strategy Offers Lessons for Tech Leaders

Imagine your team consumes trillions of tokens every month—coding takes up most of it, with document writing and office tasks making up the rest. This isn't some daily test at an AI startup, but the real usage scenario for Kingsoft Office employees in 2026. The math Zhang Qingyuan did at the productivity conference points to a core judgment: they don't plan to train their own foundation large models.