This comparison puts OpenAI's GPT-6 Astra (Max) next to Kimi's Kimi K3.1 Pro. The widest gap is the wait for the first token: 3.0 seconds for Kimi K3.1 Pro against 6.8 minutes for GPT-6 Astra Max. All numbers are the catalogue's recorded values; nobody ran either model by hand for this page.
How fast they respond
GPT-6 Astra Max generates about 46 tokens per second and Kimi K3.1 Pro about 27 tokens per second. That makes GPT-6 Astra Max roughly 1.7 times as fast at writing. The wait for the first token averages 6.8 minutes on GPT-6 Astra Max against 3.0 seconds on Kimi K3.1 Pro. GPT-6 Astra Max writes faster once it starts, but Kimi K3.1 Pro's head start is large enough that Kimi K3.1 Pro still finishes first at any typical reply length; GPT-6 Astra Max only catches up beyond about 26,000 tokens. A first-token wait of that length suits background work better than live conversation.
For a 1,500-token response, first token plus generation comes to roughly 7.3 minutes on GPT-6 Astra Max and 59 seconds on Kimi K3.1 Pro.
What they cost
GPT-6 Astra Max lists $10.00 per million input tokens and $50.00 per million output tokens; Kimi K3.1 Pro lists $2.00 and $10.00. GPT-6 Astra Max costs 5 times as much per output token.
For a sample workload of 1 million input tokens and 200,000 output tokens, GPT-6 Astra Max would cost $20.00 and Kimi K3.1 Pro $4.00, a difference of $16.00. Scale it up to summarising 1,000 documents of 8,000 tokens into 400-token summaries and the bill is $100 for GPT-6 Astra Max against $20.00 for Kimi K3.1 Pro. Blended at three input tokens per output token, the effective rates are $20.00 for GPT-6 Astra Max and $4.00 for Kimi K3.1 Pro.
Which is newer
Kimi K3.1 Pro arrived on October 23, 2026, about 2 months after GPT-6 Astra Max (September 3, 2026).
Reasoning and overall scores
The catalogue puts GPT-6 Astra Max at 56.9 and Kimi K3.1 Pro at 46.5 on its intelligence index. A difference this size usually separates one tier of model from the next.
For context, that places GPT-6 Astra Max 5th and Kimi K3.1 Pro 23rd out of 109 scored models still on offer.
There are no coding or math index scores for either model in the catalogue, which keeps this comparison at the aggregate level.
Score per dollar
A blunt value measure, blended price over intelligence score, puts GPT-6 Astra Max at $0.35 and Kimi K3.1 Pro at $0.086 per point. GPT-6 Astra Max costs 4.1 times as much per point, which is the price of its lead.

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