Compare/Qwen3 32B (Non-reasoning) vs NVIDIA Nemotron Nano 12B v2 VL (Reasoning)

Qwen3 32B (Non-reasoning)vsNVIDIA Nemotron Nano 12B v2 VL (Reasoning)

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

Alibaba

Qwen3 32B (Non-reasoning)

Input
$0.15/M
Output
$0.59/M
Speed
103 tok/s
TTFT
1.09s
NVIDIA

NVIDIA Nemotron Nano 12B v2 VL (Reasoning)

Input
$0.2/M
Output
$0.6/M
Speed
TTFT

Winner by Category

Cheaper
Qwen3 32B (Non-reasoning)
Faster (tok/s)
Qwen3 32B (Non-reasoning)
Lower Latency
NVIDIA Nemotron Nano 12B v2 VL (Reasoning)
Benchmarks (2-10)
NVIDIA Nemotron Nano 12B v2 VL (Reasoning)

Pricing Comparison

MetricQwen3 32B (Non-reasoning)NVIDIA Nemotron Nano 12B v2 VL (Reasoning)
Input ($/M tokens)$0.15$0.2
Output ($/M tokens)$0.59$0.6
Cost for 1M input + 100K output tokens:
Qwen3 32B (Non-reasoning)$0.21
NVIDIA Nemotron Nano 12B v2 VL (Reasoning)$0.26

Speed Comparison

Output Speed (tokens/s) — higher is better
Qwen3 32B (Non-reasoning)
103 tok/s
NVIDIA Nemotron Nano 12B v2 VL (Reasoning)
Time to First Token (seconds) — lower is better
Qwen3 32B (Non-reasoning)
1.09s
NVIDIA Nemotron Nano 12B v2 VL (Reasoning)

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
14.514.9
Coding Index
11.7
Math Index
19.775.0
GPQA Diamond
53.5%57.2%
MMLU-Pro
72.7%75.9%
LiveCodeBench
28.8%69.4%
AIME 2025
19.7%75.0%
MATH-500
86.9%
Humanity's Last Exam
4.3%5.3%
SciCode
28.0%26.2%
IFBench
31.5%31.9%
TerminalBench
4.5%
Qwen3 32B (Non-reasoning)2 wins
10 winsNVIDIA Nemotron Nano 12B v2 VL (Reasoning)

Frequently Asked Questions

Which is cheaper, Qwen3 32B (Non-reasoning) or NVIDIA Nemotron Nano 12B v2 VL (Reasoning)?

Qwen3 32B (Non-reasoning) is cheaper overall. Its blended price (3:1 input/output ratio) is $0.26/M tokens vs $0.30/M for NVIDIA Nemotron Nano 12B v2 VL (Reasoning).

Which model performs better on benchmarks?

NVIDIA Nemotron Nano 12B v2 VL (Reasoning) wins 10 out of 12 benchmarks compared to 2 for Qwen3 32B (Non-reasoning). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Qwen3 32B (Non-reasoning) generates tokens faster at 103 tok/s vs 0 tok/s. However, NVIDIA Nemotron Nano 12B v2 VL (Reasoning) has lower time-to-first-token (0.00s vs 1.09s).

When should I use Qwen3 32B (Non-reasoning) vs NVIDIA Nemotron Nano 12B v2 VL (Reasoning)?

Choose based on your priorities: Qwen3 32B (Non-reasoning) for lower cost, NVIDIA Nemotron Nano 12B v2 VL (Reasoning) for stronger benchmark performance, and Qwen3 32B (Non-reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.