Behind DeepSeek V4-Flash's Low Pricing: AI Product Value Shifting to Workflows
APPSO · wechat · 2026-08-08
The recently released DeepSeek V4-Flash has drawn attention for its extremely low API pricing and massive context window. The article notes that the era of simply competing on base model capabilities is passing, as modern AI tasks heavily rely on the deep integration of models with external tools (like terminals, browsers, and code execution).
As underlying model intelligence becomes cheap and standardized, the pricing logic of the AI industry is shifting. For top products like ChatGPT and Claude, users are no longer just paying for a single model call, but for a complete capability system that includes interfaces, memory, tool usage, and continuous maintenance.
In the future, the core moat of AI products will shift towards workflows outside the model itself. Those who can better integrate models into practical tasks, ensure stable Agent execution, and accumulate user data and trust will retain true commercial value amidst the trend of decreasing compute costs.
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