Compare/DeepSeek V3.2 (Non-reasoning) vs Hy3-preview (Reasoning)

DeepSeek V3.2 (Non-reasoning)vsHy3-preview (Reasoning)

Side-by-side comparison of pricing, 12 benchmarks, and generation speed.

DeepSeek

DeepSeek V3.2 (Non-reasoning)

Input
$0.28/M
Output
$0.42/M
Speed
TTFT
Tencent

Hy3-preview (Reasoning)

Input
$0.123/M
Output
$0.43/M
Speed
204 tok/s
TTFT
1.77s

Winner by Category

Cheaper
Hy3-preview (Reasoning)
Faster (tok/s)
Hy3-preview (Reasoning)
Lower Latency
DeepSeek V3.2 (Non-reasoning)
Benchmarks (4-6)
Hy3-preview (Reasoning)

Pricing Comparison

MetricDeepSeek V3.2 (Non-reasoning)Hy3-preview (Reasoning)
Input ($/M tokens)$0.28$0.123
Output ($/M tokens)$0.42$0.43
Cost for 1M input + 100K output tokens:
DeepSeek V3.2 (Non-reasoning)$0.32
Hy3-preview (Reasoning)$0.17

Speed Comparison

Output Speed (tokens/s) — higher is better
DeepSeek V3.2 (Non-reasoning)
Hy3-preview (Reasoning)
204 tok/s
Time to First Token (seconds) — lower is better
DeepSeek V3.2 (Non-reasoning)
Hy3-preview (Reasoning)
1.77s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
24.733.6
Coding Index
Math Index
59.0
GPQA Diamond
75.1%86.7%
MMLU-Pro
83.7%
LiveCodeBench
59.3%
AIME 2025
59.0%
MATH-500
Humanity's Last Exam
10.5%25.5%
SciCode
38.7%41.2%
IFBench
49.0%63.1%
TerminalBench
32.6%34.1%
DeepSeek V3.2 (Non-reasoning)4 wins
6 winsHy3-preview (Reasoning)

Frequently Asked Questions

Which is cheaper, DeepSeek V3.2 (Non-reasoning) or Hy3-preview (Reasoning)?

Hy3-preview (Reasoning) is cheaper overall. Its blended price (3:1 input/output ratio) is $0.20/M tokens vs $0.32/M for DeepSeek V3.2 (Non-reasoning).

Which model performs better on benchmarks?

Hy3-preview (Reasoning) wins 6 out of 12 benchmarks compared to 4 for DeepSeek V3.2 (Non-reasoning). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Hy3-preview (Reasoning) generates tokens faster at 204 tok/s vs 0 tok/s. DeepSeek V3.2 (Non-reasoning) also has lower time-to-first-token (0.00s vs 1.77s).

When should I use DeepSeek V3.2 (Non-reasoning) vs Hy3-preview (Reasoning)?

Choose based on your priorities: Hy3-preview (Reasoning) for lower cost, Hy3-preview (Reasoning) for stronger benchmark performance, and Hy3-preview (Reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.