If you only looked at the intelligence index, DeepSeek V4 Pro 0813 (Max) and GPT-5.6 Luna (Max) would be hard to tell apart. Time to first token is the standout number here: 1.7 seconds for DeepSeek V4 Pro 0813 Max, 108 seconds for GPT-5.6 Luna Max. The figures come from tracked catalogue data, not from our own testing, so treat them as a starting point for a trial on your tasks.
GPT-5.6 Luna Max is the faster writer
DeepSeek V4 Pro 0813 Max generates about 67 tokens per second and GPT-5.6 Luna Max about 125 tokens per second. GPT-5.6 Luna Max is ahead by 86% on throughput. The wait for the first token averages 1.7 seconds on DeepSeek V4 Pro 0813 Max against 108 seconds on GPT-5.6 Luna Max. The faster writer, GPT-5.6 Luna Max, gives away too much at the start to win on time: counting the first-token wait, DeepSeek V4 Pro 0813 Max finishes first for any reply shorter than about 15,000 tokens. A first-token wait of that length suits background work better than live conversation.
For a 600-token response, first token plus generation comes to roughly 11 seconds on DeepSeek V4 Pro 0813 Max and 113 seconds on GPT-5.6 Luna Max.
How the intelligence index compares
DeepSeek V4 Pro 0813 Max records 23.1 on the intelligence index and GPT-5.6 Luna Max records 23.8. On an aggregate like this, under a point is effectively level.
For context, that places DeepSeek V4 Pro 0813 Max 72nd and GPT-5.6 Luna Max 70th out of 109 scored models still on offer.
For coding or maths work specifically, the catalogue has no dedicated index on either side yet.
Price per token
The list prices are $1.32 in and $3.96 out for DeepSeek V4 Pro 0813 Max, and $0.20 in and $1.20 out for GPT-5.6 Luna Max, per million tokens. DeepSeek V4 Pro 0813 Max costs 3.3 times as much per output token.
For a sample workload of 1 million input tokens and 200,000 output tokens, DeepSeek V4 Pro 0813 Max would cost $2.11 and GPT-5.6 Luna Max $0.44, a difference of $1.67. For writing 2,000 drafts of 2,000 output tokens from 300-token prompts, GPT-5.6 Luna Max would come in 70% lower: $16.63 for DeepSeek V4 Pro 0813 Max against $4.92 for GPT-5.6 Luna Max. On a 3:1 blend of input to output tokens, that works out to $1.98 versus $0.45 per million.
Is the price in proportion?
Dividing the blended price by the intelligence index gives a rough cost per point: $0.086 for DeepSeek V4 Pro 0813 Max and $0.019 for GPT-5.6 Luna Max, per million tokens. GPT-5.6 Luna Max scores higher and costs less per point, so on price per point there is nothing to trade off.
Generation gap
GPT-5.6 Luna Max came first, on July 9, 2026; DeepSeek V4 Pro 0813 Max followed on August 13, 2026. They are effectively contemporaries.

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