Compare/Nemotron 3 Super 120B A12B (Reasoning) vs Qwen3.5 Omni Flash

Nemotron 3 Super 120B A12B (Reasoning)vsQwen3.5 Omni Flash

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

Qwen3.5 Omni Flash

Input
$0.1/M
Output
$0.8/M
Speed
255 tok/s
TTFT
1.84s

Winner by Category

Cheaper
Qwen3.5 Omni Flash
Faster (tok/s)
Qwen3.5 Omni Flash
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)Qwen3.5 Omni Flash
Input ($/M tokens)$0.2$0.1
Output ($/M tokens)$0.8$0.8
Cost for 1M input + 100K output tokens:
Nemotron 3 Super 120B A12B (Reasoning)$0.28
Qwen3.5 Omni Flash$0.18

Speed Comparison

Output Speed (tokens/s) — higher is better
Nemotron 3 Super 120B A12B (Reasoning)
144 tok/s
Qwen3.5 Omni Flash
255 tok/s
Time to First Token (seconds) — lower is better
Nemotron 3 Super 120B A12B (Reasoning)
1.82s
Qwen3.5 Omni Flash
1.84s

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, Qwen3.5 Omni Flash is meaningfully cheaper if your traffic is output-heavy (long completions, document generation, agent loops). Qwen3.5 Omni Flash 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). Qwen3.5 Omni Flash leads on Intelligence Index (19.2).

Speed. On throughput, Qwen3.5 Omni Flash generates tokens at 255 tok/s versus 144 tok/s — about 43% faster. On time-to-first-token, Nemotron 3 Super 120B A12B (Reasoning) responds in 1820ms vs 1840ms, which matters most for chat-style UIs.

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); Qwen3.5 Omni Flash costs $15.00 ($180/year). At a smaller 5M-input/2M-output scale (single-developer tool or prototype): Nemotron 3 Super 120B A12B (Reasoning) ≈ $2.60/run, Qwen3.5 Omni Flash ≈ $2.10/run. At agent/realtime scale (200M input / 100M output per million requests): Nemotron 3 Super 120B A12B (Reasoning) ≈ $120/run, Qwen3.5 Omni Flash ≈ $100/run. Qwen3.5 Omni Flash becomes more attractive at higher volume — the absolute per-token pricing difference compounds when you ship at scale.

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.

Head-to-head deltas

  • On throughput, Qwen3.5 Omni Flash is 1.76× faster (255 tok/s vs 144 tok/s). For streaming chat or real-time agents this alone often flips the recommendation.

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
25.719.2
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 winsQwen3.5 Omni Flash

Frequently Asked Questions

Which is cheaper, Nemotron 3 Super 120B A12B (Reasoning) or Qwen3.5 Omni Flash?

Qwen3.5 Omni Flash is cheaper overall. Its blended price (3:1 input/output ratio) is $0.28/M tokens vs $0.35/M for Nemotron 3 Super 120B A12B (Reasoning).

Which model performs better on benchmarks?

Nemotron 3 Super 120B A12B (Reasoning) wins 2 out of 12 benchmarks compared to 0 for Qwen3.5 Omni Flash. See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Qwen3.5 Omni Flash generates tokens faster at 255 tok/s vs 144 tok/s. Nemotron 3 Super 120B A12B (Reasoning) also has lower time-to-first-token (1.82s vs 1.84s).

When should I use Nemotron 3 Super 120B A12B (Reasoning) vs Qwen3.5 Omni Flash?

Choose based on your priorities: Qwen3.5 Omni Flash for lower cost, Nemotron 3 Super 120B A12B (Reasoning) for stronger benchmark performance, and Qwen3.5 Omni Flash for faster generation. For latency-sensitive apps, check the TTFT comparison above.