Global AI leaders and cloud hyperscalers (AWS, Huawei, Microsoft) are aggressively cutting token pricing—with some models seeing 80% reductions—pushing down costs for end users. Thai enterprises adopting Agentic AI must manage token budgets carefully; Kasikornbank exemplifies a multi-model strategy using subscription and token-based pricing tiers to control costs while empowering staff to become AI builders, not just users. Key lesson: avoid vendor lock-in, match model complexity to task needs, and implement systematic cost governance.