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

Hy3-preview (Reasoning)vsDeepSeek V3.2 Exp (Non-reasoning)

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

Tencent

Hy3-preview (Reasoning)

Input
$0.123/M
Output
$0.43/M
Speed
117 tok/s
TTFT
2.40s
DeepSeek

DeepSeek V3.2 Exp (Non-reasoning)

Input
$0.275/M
Output
$0.415/M
Speed
TTFT

Winner by Category

Cheaper
Hy3-preview (Reasoning)
Faster (tok/s)
Hy3-preview (Reasoning)
Lower Latency
DeepSeek V3.2 Exp (Non-reasoning)
Benchmarks (7-4)
Hy3-preview (Reasoning)

Pricing Comparison

MetricHy3-preview (Reasoning)DeepSeek V3.2 Exp (Non-reasoning)
Input ($/M tokens)$0.123$0.275
Output ($/M tokens)$0.43$0.415
Cost for 1M input + 100K output tokens:
Hy3-preview (Reasoning)$0.17
DeepSeek V3.2 Exp (Non-reasoning)$0.32

Speed Comparison

Output Speed (tokens/s) — higher is better
Hy3-preview (Reasoning)
117 tok/s
DeepSeek V3.2 Exp (Non-reasoning)
Time to First Token (seconds) — lower is better
Hy3-preview (Reasoning)
2.40s
DeepSeek V3.2 Exp (Non-reasoning)

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
41.928.4
Coding Index
36.530.0
Math Index
57.7
GPQA Diamond
86.7%73.8%
MMLU-Pro
83.6%
LiveCodeBench
55.4%
AIME 2025
57.7%
MATH-500
Humanity's Last Exam
25.5%8.6%
SciCode
41.2%39.9%
IFBench
63.1%43.1%
TerminalBench
34.1%25.0%
Hy3-preview (Reasoning)7 wins
4 winsDeepSeek V3.2 Exp (Non-reasoning)

Frequently Asked Questions

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

Hy3-preview (Reasoning) is cheaper overall. Its blended price (3:1 input/output ratio) is $0.20/M tokens vs $0.31/M for DeepSeek V3.2 Exp (Non-reasoning).

Which model performs better on benchmarks?

Hy3-preview (Reasoning) wins 7 out of 12 benchmarks compared to 4 for DeepSeek V3.2 Exp (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 117 tok/s vs 0 tok/s. However, DeepSeek V3.2 Exp (Non-reasoning) has lower time-to-first-token (0.00s vs 2.40s).

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