DeepSeek V4.1 Flash vs GPT-6 Astra pricing

Prices

DeepSeek V4.1 Flash and GPT-6 Astra prices, USD per 1M tokens
USD per 1M tokensDeepSeek V4.1 FlashGPT-6 Astra
Input$0.30$10.00
Output$1.20$50.00
Cache read$0.006$1.00
Cache writeNot published$12.50
Batch inputNot published$5.00
Batch outputNot published$25.00
Off-peak input$0.15Not published
Off-peak output$0.60Not published
Off-peak cache read$0.003Not published

DeepSeek V4.1 Flash: The Input, Output and Cache read rows are the standard (peak) prices; the Off-peak rows apply at other times. Off-peak is every hour outside 01:00–04:00 and 06:00–10:00 UTC on weekdays, plus weekends and Chinese public holidays.

Verified against the provider's official pricing page on Oct 9, 2026. Official pricing page

Monthly cost by workload

WorkloadDeepSeek V4.1 FlashGPT-6 Astra
Chatbot1,000 in / 500 out tokens, 10,000 requests a day$270.00/mo$10,500/mo
RAG8,000 in / 500 out tokens, 5,000 requests a day$450.00/mo$15,750/mo
Coding agent50,000 in / 2,000 out tokens, 1,000 requests a day, 80% cached input$169.20/mo$7,200/mo

Cost = input tokens × input price + output tokens × output price, 30 days a month. Cached input uses the cache read price. Cache write fees are not included.

Context and capabilities

DeepSeek V4.1 FlashGPT-6 Astra
Context1,000,000 tokens1,050,000 tokens
Max output393,216 tokens128,000 tokens
Inputtext, imagetext, image, pdf
Tool callingYesYes
ReasoningYesYes
Structured outputsYesYes

Questions

What is the price difference between DeepSeek V4.1 Flash and GPT-6 Astra?
DeepSeek V4.1 Flash: $0.30 per 1M input tokens and $1.20 per 1M output tokens. GPT-6 Astra: $10.00 per 1M input tokens and $50.00 per 1M output tokens. For the Chatbot workload (1,000 in / 500 out tokens, 10,000 requests a day), that is about $270.00 per month for DeepSeek V4.1 Flash and $10,500 for GPT-6 Astra.
Which has the longer context window, DeepSeek V4.1 Flash or GPT-6 Astra?
GPT-6 Astra has the longer context window: up to 1,050,000 tokens, compared with 1,000,000 for DeepSeek V4.1 Flash.
Do DeepSeek V4.1 Flash and GPT-6 Astra have prompt caching and batch prices?
DeepSeek V4.1 Flash: cached input $0.006 per 1M tokens; no batch price published. GPT-6 Astra: cached input $1.00 per 1M tokens; batch $5.00 per 1M input tokens and $25.00 per 1M output tokens.

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