Compare/Nemotron 3 Super 120B A12B (Reasoning) vs Qwen3 30B A3B 2507 Instruct

Nemotron 3 Super 120B A12B (Reasoning)vsQwen3 30B A3B 2507 Instruct

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

NVIDIA

Nemotron 3 Super 120B A12B (Reasoning)

Input
$0.2/M
Output
$0.8/M
Speed
144 tok/s
TTFT
1.82s
Alibaba

Qwen3 30B A3B 2507 Instruct

Input
$0.2/M
Output
$0.8/M
Speed
142 tok/s
TTFT
1.87s

Winner by Category

Cheaper
Tie
Faster (tok/s)
Nemotron 3 Super 120B A12B (Reasoning)
Lower Latency
Nemotron 3 Super 120B A12B (Reasoning)
Benchmarks (2-0)
Nemotron 3 Super 120B A12B (Reasoning)

Pricing Comparison

MetricNemotron 3 Super 120B A12B (Reasoning)Qwen3 30B A3B 2507 Instruct
Input ($/M tokens)$0.2$0.2
Output ($/M tokens)$0.8$0.8
Cost for 1M input + 100K output tokens:
Nemotron 3 Super 120B A12B (Reasoning)$0.28
Qwen3 30B A3B 2507 Instruct$0.28

Speed Comparison

Output Speed (tokens/s) — higher is better
Nemotron 3 Super 120B A12B (Reasoning)
144 tok/s
Qwen3 30B A3B 2507 Instruct
142 tok/s
Time to First Token (seconds) — lower is better
Nemotron 3 Super 120B A12B (Reasoning)
1.82s
Qwen3 30B A3B 2507 Instruct
1.87s

Editorial Analysis

Verdict. Nemotron 3 Super 120B A12B (Reasoning) wins the overall benchmark matchup 2–0 across 2 overlapping categories, but raw benchmark score is only one input to the decision.

Pricing. Both models sit in the budget bracket for output-token pricing. At 1.0× the per-million-token cost, Qwen3 30B A3B 2507 Instruct is meaningfully cheaper if your traffic is output-heavy (long completions, document generation, agent loops). Qwen3 30B A3B 2507 Instruct makes more sense when output volume is low and absolute reasoning quality justifies the premium.

Strengths. Nemotron 3 Super 120B A12B (Reasoning) is strongest on Coding Index (37.7), Intelligence Index (25.7). Qwen3 30B A3B 2507 Instruct leads on Intelligence Index (8.9).

Speed. Throughput is comparable — 144 tok/s vs 142 tok/s — so generation speed shouldn't drive your choice here. Look at the per-benchmark wins instead.

Provider. NVIDIA and Alibaba sell to overlapping but distinct developer audiences: NVIDIA tends to ship frontier reasoning models with premium positioning, while Alibaba often prices more aggressively. Your existing vendor relationships, billing, and SLA preferences may matter as much as the raw numbers above.

Workload cost. Workload scenarios (per million requests at 30M input + 15M output tokens): Nemotron 3 Super 120B A12B (Reasoning) costs $18.00 ($216/year); Qwen3 30B A3B 2507 Instruct costs $18.00 ($216/year). At a smaller 5M-input/2M-output scale (single-developer tool or prototype): Nemotron 3 Super 120B A12B (Reasoning) ≈ $2.60/run, Qwen3 30B A3B 2507 Instruct ≈ $2.60/run. At agent/realtime scale (200M input / 100M output per million requests): Nemotron 3 Super 120B A12B (Reasoning) ≈ $120/run, Qwen3 30B A3B 2507 Instruct ≈ $120/run.

Recommendation. Both models have legitimate use cases — the right answer depends on whether you are optimizing for benchmark ceiling, latency, or unit cost. Start with the cheaper / faster model, evaluate against your specific task, and only switch if the upgrade shows a meaningful lift.

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
25.78.9
Coding Index
37.7
Math Index
GPQA Diamond
MMLU-Pro
LiveCodeBench
AIME 2025
MATH-500
Humanity's Last Exam
SciCode
IFBench
TerminalBench
Nemotron 3 Super 120B A12B (Reasoning)2 wins
0 winsQwen3 30B A3B 2507 Instruct

Frequently Asked Questions

Which is cheaper, Nemotron 3 Super 120B A12B (Reasoning) or Qwen3 30B A3B 2507 Instruct?

Both models have similar pricing. Check the detailed breakdown above for input vs output token costs.

Which model performs better on benchmarks?

Nemotron 3 Super 120B A12B (Reasoning) wins 2 out of 12 benchmarks compared to 0 for Qwen3 30B A3B 2507 Instruct. See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Nemotron 3 Super 120B A12B (Reasoning) generates tokens faster at 144 tok/s vs 142 tok/s. Nemotron 3 Super 120B A12B (Reasoning) also has lower time-to-first-token (1.82s vs 1.87s).

When should I use Nemotron 3 Super 120B A12B (Reasoning) vs Qwen3 30B A3B 2507 Instruct?

Choose based on your priorities: both are similarly priced, Nemotron 3 Super 120B A12B (Reasoning) for stronger benchmark performance, and Nemotron 3 Super 120B A12B (Reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.