Compare/Llama 3.1 Nemotron Ultra 253B v1 (Reasoning) vs Qwen3 235B A22B (Non-reasoning)

Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)vsQwen3 235B A22B (Non-reasoning)

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

NVIDIA

Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)

Input
$0.6/M
Output
$1.8/M
Speed
41 tok/s
TTFT
0.72s
Alibaba

Qwen3 235B A22B (Non-reasoning)

Input
$0.45/M
Output
$1.8/M
Speed
68 tok/s
TTFT
1.23s

Winner by Category

Cheaper
Qwen3 235B A22B (Non-reasoning)
Faster (tok/s)
Qwen3 235B A22B (Non-reasoning)
Lower Latency
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)
Benchmarks (9-3)
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)

Pricing Comparison

MetricLlama 3.1 Nemotron Ultra 253B v1 (Reasoning)Qwen3 235B A22B (Non-reasoning)
Input ($/M tokens)$0.6$0.45
Output ($/M tokens)$1.8$1.8
Cost for 1M input + 100K output tokens:
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)$0.78
Qwen3 235B A22B (Non-reasoning)$0.63

Speed Comparison

Output Speed (tokens/s) — higher is better
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)
41 tok/s
Qwen3 235B A22B (Non-reasoning)
68 tok/s
Time to First Token (seconds) — lower is better
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)
0.72s
Qwen3 235B A22B (Non-reasoning)
1.23s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
15.017.0
Coding Index
13.114.0
Math Index
63.723.7
GPQA Diamond
72.8%61.3%
MMLU-Pro
82.5%76.2%
LiveCodeBench
64.1%34.3%
AIME 2025
63.7%23.7%
MATH-500
95.2%90.2%
Humanity's Last Exam
8.1%4.7%
SciCode
34.7%29.9%
IFBench
38.2%36.6%
TerminalBench
2.3%6.1%
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)9 wins
3 winsQwen3 235B A22B (Non-reasoning)

Frequently Asked Questions

Which is cheaper, Llama 3.1 Nemotron Ultra 253B v1 (Reasoning) or Qwen3 235B A22B (Non-reasoning)?

Qwen3 235B A22B (Non-reasoning) is cheaper overall. Its blended price (3:1 input/output ratio) is $0.79/M tokens vs $0.90/M for Llama 3.1 Nemotron Ultra 253B v1 (Reasoning).

Which model performs better on benchmarks?

Llama 3.1 Nemotron Ultra 253B v1 (Reasoning) wins 9 out of 12 benchmarks compared to 3 for Qwen3 235B A22B (Non-reasoning). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Qwen3 235B A22B (Non-reasoning) generates tokens faster at 68 tok/s vs 41 tok/s. Llama 3.1 Nemotron Ultra 253B v1 (Reasoning) also has lower time-to-first-token (0.72s vs 1.23s).

When should I use Llama 3.1 Nemotron Ultra 253B v1 (Reasoning) vs Qwen3 235B A22B (Non-reasoning)?

Choose based on your priorities: Qwen3 235B A22B (Non-reasoning) for lower cost, Llama 3.1 Nemotron Ultra 253B v1 (Reasoning) for stronger benchmark performance, and Qwen3 235B A22B (Non-reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.