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@@ -134,9 +134,9 @@ Current as of August 10, 2026, DeepSeek lists the following prices per 1 million
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DeepSeek says these prices may increase soon, so check the current pricing page before relying on this estimate. Its official [token usage guide](https://api-docs.deepseek.com/quick_start/token_usage/) estimates about 0.3 token per English character and about 0.6 token per Chinese character. Its [context caching guide](https://api-docs.deepseek.com/guides/kv_cache/) explains the automatic best-effort disk cache used for repeated prefixes.
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A measured 20-minute English talk contained **2,935 spoken English words** and 15,433 transcript characters. With YouTube Digest's current grouping, it became 128 semantic segments and 43 requests of three segments each. Repeated prompts and JSON brought the rendered input to about 108,528 English characters, or **about 32,600 input tokens** using DeepSeek's 0.3 token per English character heuristic. The translated Chinese JSON output is estimated at about 3,500 to 4,500 tokens using the 0.6 token per Chinese character heuristic, plus JSON and ID overhead.
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A measured 20-minute English talk contained **2,935 spoken English words** and 15,433 transcript characters. With YouTube Digest's current grouping, it became 128 semantic segments and 16 requests of eight segments each. Repeated prompts and JSON bring the rendered input to about 50,100 English characters, or **about 15,000 input tokens** using DeepSeek's 0.3 token per English character heuristic. The translated Chinese JSON output is estimated at about 3,500 to 4,500 tokens using the 0.6 token per Chinese character heuristic, plus JSON and ID overhead.
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If all input is billed as cache miss, input costs about $0.0046 and output costs about $0.0010 to $0.0013, for a total of about $0.0056 to $0.0059. When much of the repeated system prompt hits DeepSeek's automatic best-effort cache, a realistic lower end is about $0.002 to $0.003. A practical estimate for fully translating this talk is therefore **$0.002 to $0.006 USD, about ¥0.02 to ¥0.04**.
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If all input is billed as cache miss, input costs about $0.0021 and output costs about $0.0010 to $0.0013, for a total of about $0.0031 to $0.0034. When much of the repeated system prompt hits DeepSeek's automatic best-effort cache, a realistic lower end is about $0.001 to $0.002. A practical estimate for fully translating this talk is therefore **$0.001 to $0.004 USD, about ¥0.01 to ¥0.03**.
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Translation is lazy and progressive. Cached segments are reused, and only rows you request by scrolling into them incur calls. Retries, provider behavior, and pricing changes can increase the final cost.
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