The cost of enterprise-class AI models is falling rapidly. But describing tokens themselves as a commodity is only half right. A token is a billing meter, not a standardized unit of intelligence. One million tokens from one model may not deliver the same business result as one million from another, from a capability, reliability or latency perspective. What’s becoming commodity-like is the metered intelligence that enterprises can increasingly source across model providers.
DeepSeek’s V4 pricing illustrates this shift. V4 Flash mode offers discounts of up to 99% off frontier model pricing for comparable coding work, alongside peak and off-peak pricing….
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