If you only looked at the intelligence index, DeepSeek V4.1 Flash 1017 (Max) and Gemini 3.8 Flash (High) would be hard to tell apart. The widest gap is the wait for the first token: 1.2 seconds for DeepSeek V4.1 Flash 1017 Max against 27 seconds for Gemini 3.8 Flash High. This page is written automatically from catalogue numbers only: benchmark scores, list prices and measured speed.
How fast they respond
DeepSeek V4.1 Flash 1017 Max generates about 162 tokens per second and Gemini 3.8 Flash High about 121 tokens per second. That makes DeepSeek V4.1 Flash 1017 Max roughly 1.3 times as fast at writing. Before any text appears, DeepSeek V4.1 Flash 1017 Max takes 1.2 seconds and Gemini 3.8 Flash High 27 seconds. Gemini 3.8 Flash High waits 22 times as long before its first token.
Add the two numbers up for a 2,000-token reply and DeepSeek V4.1 Flash 1017 Max finishes first: 14 seconds for DeepSeek V4.1 Flash 1017 Max, 44 seconds for Gemini 3.8 Flash High.
Overall capability: 1.8 points apart
DeepSeek V4.1 Flash 1017 Max comes out ahead on the intelligence index, 32.6 to 30.8. The lead is visible but narrow, so it should not decide the choice on its own. Put another way, Gemini 3.8 Flash High would need 6% more on this index to draw level.
Among 109 active scored models, DeepSeek V4.1 Flash 1017 Max sits 45th and Gemini 3.8 Flash High 50th.
For coding or maths work specifically, the catalogue has no dedicated index on either side yet.
Release timing
Gemini 3.8 Flash High came first, on September 2, 2026; DeepSeek V4.1 Flash 1017 Max followed on October 17, 2026. They are effectively contemporaries.
What they cost
Per million tokens, DeepSeek V4.1 Flash 1017 Max charges $0.30 for input and $1.20 for output, while Gemini 3.8 Flash High charges $0.75 and $3.75. That makes DeepSeek V4.1 Flash 1017 Max's output 68% cheaper.
A reference job of 1 million input tokens and 200,000 output tokens costs $0.54 with DeepSeek V4.1 Flash 1017 Max and $1.50 with Gemini 3.8 Flash High, so DeepSeek V4.1 Flash 1017 Max saves $0.96. For a support assistant answering 10,000 conversations of 2,000 input and 500 output tokens each, DeepSeek V4.1 Flash 1017 Max would come in 64% lower: $12.00 for DeepSeek V4.1 Flash 1017 Max against $33.75 for Gemini 3.8 Flash High.
Cost per point of intelligence
Dividing the blended price by the intelligence index gives a rough cost per point: $0.016 for DeepSeek V4.1 Flash 1017 Max and $0.049 for Gemini 3.8 Flash High, per million tokens. DeepSeek V4.1 Flash 1017 Max scores higher and costs less per point, so on price per point there is nothing to trade off.

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