Compare/Gemma 4 12B (Non-reasoning) vs Nemotron 3 Nano Omni 30B A3B Reasoning

Gemma 4 12B (Non-reasoning)vsNemotron 3 Nano Omni 30B A3B Reasoning

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

Google

Gemma 4 12B (Non-reasoning)

Input
$0.1/M
Output
$0.3/M
Speed
149 tok/s
TTFT
1.44s
NVIDIA

Nemotron 3 Nano Omni 30B A3B Reasoning

Input
$0.075/M
Output
$0.3/M
Speed
284 tok/s
TTFT
0.57s

Winner by Category

Cheaper
Nemotron 3 Nano Omni 30B A3B Reasoning
Faster (tok/s)
Nemotron 3 Nano Omni 30B A3B Reasoning
Lower Latency
Nemotron 3 Nano Omni 30B A3B Reasoning
Benchmarks (4-2)
Gemma 4 12B (Non-reasoning)

Pricing Comparison

MetricGemma 4 12B (Non-reasoning)Nemotron 3 Nano Omni 30B A3B Reasoning
Input ($/M tokens)$0.1$0.075
Output ($/M tokens)$0.3$0.3
Cost for 1M input + 100K output tokens:
Gemma 4 12B (Non-reasoning)$0.13
Nemotron 3 Nano Omni 30B A3B Reasoning$0.10

Speed Comparison

Output Speed (tokens/s) — higher is better
Gemma 4 12B (Non-reasoning)
149 tok/s
Nemotron 3 Nano Omni 30B A3B Reasoning
284 tok/s
Time to First Token (seconds) — lower is better
Gemma 4 12B (Non-reasoning)
1.44s
Nemotron 3 Nano Omni 30B A3B Reasoning
0.57s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
13.214.9
Coding Index
Math Index
GPQA Diamond
66.1%46.9%
MMLU-Pro
LiveCodeBench
AIME 2025
MATH-500
Humanity's Last Exam
6.2%5.3%
SciCode
29.7%27.8%
IFBench
45.2%63.2%
TerminalBench
11.4%8.3%
Gemma 4 12B (Non-reasoning)4 wins
2 winsNemotron 3 Nano Omni 30B A3B Reasoning

Frequently Asked Questions

Which is cheaper, Gemma 4 12B (Non-reasoning) or Nemotron 3 Nano Omni 30B A3B Reasoning?

Nemotron 3 Nano Omni 30B A3B Reasoning is cheaper overall. Its blended price (3:1 input/output ratio) is $0.13/M tokens vs $0.15/M for Gemma 4 12B (Non-reasoning).

Which model performs better on benchmarks?

Gemma 4 12B (Non-reasoning) wins 4 out of 12 benchmarks compared to 2 for Nemotron 3 Nano Omni 30B A3B Reasoning. See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Nemotron 3 Nano Omni 30B A3B Reasoning generates tokens faster at 284 tok/s vs 149 tok/s. However, Nemotron 3 Nano Omni 30B A3B Reasoning has lower time-to-first-token (0.57s vs 1.44s).

When should I use Gemma 4 12B (Non-reasoning) vs Nemotron 3 Nano Omni 30B A3B Reasoning?

Choose based on your priorities: Nemotron 3 Nano Omni 30B A3B Reasoning for lower cost, Gemma 4 12B (Non-reasoning) for stronger benchmark performance, and Nemotron 3 Nano Omni 30B A3B Reasoning for faster generation. For latency-sensitive apps, check the TTFT comparison above.