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DeepSeek V3.2 vs Hy3 Preview

Head-to-head comparison across 1benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.

DeepSeek V3.2

58

VS

Hy3 Preview

62

1 categoriesvs0 categories

Pick Hy3 Preview if you want the stronger benchmark profile. DeepSeek V3.2 only becomes the better choice if coding is the priority or you would rather avoid the extra latency and token burn of a reasoning model.

Category Radar

Head-to-Head by Category

Category Breakdown

Coding

DeepSeek V3.2
60.9vs60

+0.9 difference

Operational Comparison

DeepSeek V3.2

Hy3 Preview

Price (per 1M tokens)

$0.28 / $0.42

$0 / $0

Speed

35 t/s

N/A

Latency (TTFT)

3.75s

N/A

Context Window

128K

256K

Quick Verdict

Pick Hy3 Preview if you want the stronger benchmark profile. DeepSeek V3.2 only becomes the better choice if coding is the priority or you would rather avoid the extra latency and token burn of a reasoning model.

Hy3 Preview is clearly ahead on the provisional aggregate, 62 to 58. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

DeepSeek V3.2 is also the more expensive model on tokens at $0.28 input / $0.42 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 V3.2 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. Hy3 Preview gives you the larger context window at 256K, compared with 128K for DeepSeek V3.2.

Benchmark Deep Dive

Frequently Asked Questions (2)

Which is better, DeepSeek V3.2 or Hy3 Preview?

Hy3 Preview is ahead on BenchLM's provisional leaderboard, 62 to 58.

Which is better for coding, DeepSeek V3.2 or Hy3 Preview?

DeepSeek V3.2 has the edge for coding in this comparison, averaging 60.9 versus 60. Hy3 Preview stays close enough that the answer can still flip depending on your workload.

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Last updated: May 11, 2026

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