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After DeepSeek's peak/off-peak API pricing, should I move my batch jobs to off-peak hours?

Asked by:创始人·重推理产品 CTO · Judged · 张倩 Cynthia Zhang · FutureX Capital

Yes: move work that can wait, such as batch refactoring, data cleaning and offline evals, to off-peak hours and the bill drops at once. DeepSeek V4 doubles its API price daily during 9-12 and 14-18, while off-peak stays at the current price.

Judgment

A common reading is a disguised price increase. The diary reads it as a change in how inference is priced: compute is now priced like a power grid, and a model company has admitted for the first time that what it sells is capacity utilization, with intelligence as the label. Whether a two-fold spread really makes enterprises shift load is marked by the diary itself as not verified.

Facts

DeepSeek launched time-of-use pricing together with V4: the API price doubles daily during 9-12 and 14-18 and off-peak stays at the current price, the first time a mainstream vendor has done this at the API layer (ENTRY 103, July 16, 2026; sources Sina Finance, The Paper, Securities Times). On 5/22 DeepSeek turned a limited-time discount into a permanent cut, and one month later it took the peak price back through time-of-use pricing. ENTRY 123 (Aug 13, 2026): in testing, the same Opus 4.6 with only the harness changed differed by 4.5 points (source Bustamante, 5/3).

What to do

For founders: tonight, schedule batch refactoring, data cleaning and offline evals into off-peak hours and keep real-time requests on the peak path; before switching base models to save money, measure what you lose. For investors: mark down middlemen that live on API price arbitrage, and value model companies on capacity utilization and load curves.

Falsifier (verbatim from the diary footnote)

One: if no second mainstream vendor follows within three months, this is only DeepSeek's own load management and I will downgrade the call | Two: whether a two-fold peak/off-peak spread really makes enterprises shift load is not verified; if enterprises do not shift, the scheduling-layer opportunity does not hold
Ledger status:⏳ 进行中。判断台账里 ENTRY 103「智能定价电网化」与 ENTRY 123「迁移成本在 harness 不在管道」两条均为进行中,三个月跟进窗口尚未裁定;验收项为字节、阿里、智谱、Kimi 是否跟进与夜间 token 用量占比。
Disclosure: This diary is written and verified with Claude; discount any judgment about Anthropic, favourable or not; FutureX Capital does not, on publicly available information, hold the companies discussed here.
Source entries:ENTRY 103 · DeepSeek 给智能装上峰谷电价——“模型变水电煤”从我的比喻,变成了它的定价表 · ENTRY 123 · DeepSeek 静默把 V4-Pro 转正了——而我两天前那句"迁移成本低是最贵的幻觉",今天反而更成立
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Topic pages:DeepSeek · 深度求索 · Model pricing · caching · token economics