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GPT-6 Astra prices, and the 272K line that reprices the whole request

2026/09/08

Per million tokens, gpt-6-astra is $10 input and $50 output⁠[1,2]. Cached input is $1, one tenth of the input price, and a cache write is $12.50⁠[1,2].

Above 272,000 input tokens a second set of rates applies: $20 input, $2 cached input and $75 output⁠[1,2]. Input and cache rates double, and output is 1.5 times⁠[1,2].

The part that is easy to miss is that those rates apply to the whole request, not only to the tokens past the line⁠[1]. A prompt of 273,000 tokens is billed at $20 for all 273,000⁠[1,2]. It is not $10 for the first 272,000 and $20 for the last thousand⁠[1,2]. Crossing the line by one token raises the price of everything before it.

Batch halves everything, to $5 and $25 on short context and $10 and $37.50 on long⁠[1,2]. There is also a fast mode at twice the standard rate: $20 and $100 short, $40 and $150 long⁠[1,2].

Against the GPT-5.6 line, Astra is 2.5 times gpt-5.6-sol on both input and output⁠[2]. Against Claude, the $10 and $50 are the same numbers as Claude Fable 5.1⁠[1,2,3].