DeepSeek V4 Pro vs Hy3 Preview

Pick DeepSeek V4 Pro if you want the stronger benchmark profile. Hy3 Preview only becomes the better choice if coding is the priority or you want the cheaper token bill.

DeepSeek V4 Pro is clearly ahead on the provisional aggregate, 70 to 62. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

DeepSeek V4 Pro's sharpest advantage is in agentic, where it averages 59.1 against 54.4. The single biggest benchmark swing on the page is HLE, 7.7% to 25.5%. Hy3 Preview does hit back in coding, so the answer changes if that is the part of the workload you care about most.

DeepSeek V4 Pro is also the more expensive model on tokens at $1.74 input / $3.48 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Hy3 Preview. That is roughly Infinityx on output cost alone. Hy3 Preview is the reasoning model in the pair, while DeepSeek V4 Pro is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use. DeepSeek V4 Pro gives you the larger context window at 1M, compared with 256K for Hy3 Preview.