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Compare/Qwen2.5 Turbo vs NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning)

Qwen2.5 TurbovsNVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning)

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

Alibaba

Qwen2.5 Turbo

Input
$0.05/M
Output
$0.2/M
Speed
106 tok/s
TTFT
2.20s
NVIDIA

NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning)

Input
$0.05/M
Output
$0.2/M
Speed
177 tok/s
TTFT
0.97s

Winner by Category

Cheaper
Tie
Faster (tok/s)
NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning)
Lower Latency
NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning)
Benchmarks (0-1)
NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning)

Pricing Comparison

MetricQwen2.5 TurboNVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning)
Input ($/M tokens)$0.05$0.05
Output ($/M tokens)$0.2$0.2
Cost for 1M input + 100K output tokens:
Qwen2.5 Turbo$0.07
NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning)$0.07

Speed Comparison

Output Speed (tokens/s) — higher is better
Qwen2.5 Turbo
106 tok/s
NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning)
177 tok/s
Time to First Token (seconds) — lower is better
Qwen2.5 Turbo
2.20s
NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning)
0.97s

Editorial Analysis

Verdict. NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning) takes the aggregate benchmark matchup 1–0 across 1 categories. Real workloads usually care about a handful of specific tasks — see the per-benchmark table above.

Pricing. Both models sit in the budget bracket for output-token pricing. At 1.0× the per-million-token cost, NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning) is meaningfully cheaper if your traffic is output-heavy (long completions, document generation, agent loops). NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning) makes more sense when output volume is low and absolute reasoning quality justifies the premium.

Strengths. Qwen2.5 Turbo is strongest on Intelligence Index (6.4). NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning) leads on Intelligence Index (6.8).

Speed. On throughput, NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning) generates tokens at 177 tok/s versus 106 tok/s — about 40% faster. On time-to-first-token, NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning) responds in 970ms vs 2200ms, which matters most for chat-style UIs.

Provider. Alibaba and NVIDIA sell to overlapping but distinct developer audiences: Alibaba tends to ship frontier reasoning models with premium positioning, while NVIDIA 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): Qwen2.5 Turbo costs $4.50 ($54/year); NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning) costs $4.50 ($54/year). At a smaller 5M-input/2M-output scale (single-developer tool or prototype): Qwen2.5 Turbo ≈ $0.65/run, NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning) ≈ $0.65/run. At agent/realtime scale (200M input / 100M output per million requests): Qwen2.5 Turbo ≈ $30/run, NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning) ≈ $30/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.

Head-to-head deltas

  • On throughput, NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning) is 1.67× faster (177 tok/s vs 106 tok/s). For streaming chat or real-time agents this alone often flips the recommendation.
  • Aggregate benchmark score (sum across 12 categories, capped at 100): Qwen2.5 Turbo = 6, NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning) = 7. Within 15% — effectively equivalent if both meet the threshold your product requires.

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
6.46.8
Coding Index
——
Math Index
——
GPQA Diamond
——
MMLU-Pro
——
LiveCodeBench
——
AIME 2025
——
MATH-500
——
Humanity's Last Exam
——
SciCode
——
IFBench
——
TerminalBench
——
Qwen2.5 Turbo0 wins
1 winsNVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning)

Frequently Asked Questions

Which is cheaper, Qwen2.5 Turbo or NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning)?

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

Which model performs better on benchmarks?

NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning) wins 1 out of 12 benchmarks compared to 0 for Qwen2.5 Turbo. See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning) generates tokens faster at 177 tok/s vs 106 tok/s. However, NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning) has lower time-to-first-token (0.97s vs 2.20s).

When should I use Qwen2.5 Turbo vs NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning)?

Choose based on your priorities: both are similarly priced, NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning) for stronger benchmark performance, and NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.