Compare/Qwen3 VL 235B A22B Instruct vs Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)

Qwen3 VL 235B A22B InstructvsLlama 3.1 Nemotron Ultra 253B v1 (Reasoning)

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

Alibaba

Qwen3 VL 235B A22B Instruct

Input
$0.3/M
Output
$1.9/M
Speed
46 tok/s
TTFT
1.13s
NVIDIA

Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)

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

Winner by Category

Cheaper
Qwen3 VL 235B A22B Instruct
Faster (tok/s)
Qwen3 VL 235B A22B Instruct
Lower Latency
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)
Benchmarks (7-5)
Qwen3 VL 235B A22B Instruct

Pricing Comparison

MetricQwen3 VL 235B A22B InstructLlama 3.1 Nemotron Ultra 253B v1 (Reasoning)
Input ($/M tokens)$0.3$0.6
Output ($/M tokens)$1.9$1.8
Cost for 1M input + 100K output tokens:
Qwen3 VL 235B A22B Instruct$0.49
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)$0.78

Speed Comparison

Output Speed (tokens/s) — higher is better
Qwen3 VL 235B A22B Instruct
46 tok/s
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)
41 tok/s
Time to First Token (seconds) — lower is better
Qwen3 VL 235B A22B Instruct
1.13s
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)
0.72s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
20.815.0
Coding Index
16.513.1
Math Index
70.763.7
GPQA Diamond
71.2%72.8%
MMLU-Pro
82.3%82.5%
LiveCodeBench
59.4%64.1%
AIME 2025
70.7%63.7%
MATH-500
95.2%
Humanity's Last Exam
6.3%8.1%
SciCode
35.9%34.7%
IFBench
42.7%38.2%
TerminalBench
6.8%2.3%
Qwen3 VL 235B A22B Instruct7 wins
5 winsLlama 3.1 Nemotron Ultra 253B v1 (Reasoning)

Frequently Asked Questions

Which is cheaper, Qwen3 VL 235B A22B Instruct or Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)?

Qwen3 VL 235B A22B Instruct is cheaper overall. Its blended price (3:1 input/output ratio) is $0.70/M tokens vs $0.90/M for Llama 3.1 Nemotron Ultra 253B v1 (Reasoning).

Which model performs better on benchmarks?

Qwen3 VL 235B A22B Instruct wins 7 out of 12 benchmarks compared to 5 for Llama 3.1 Nemotron Ultra 253B v1 (Reasoning). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Qwen3 VL 235B A22B Instruct generates tokens faster at 46 tok/s vs 41 tok/s. However, Llama 3.1 Nemotron Ultra 253B v1 (Reasoning) has lower time-to-first-token (0.72s vs 1.13s).

When should I use Qwen3 VL 235B A22B Instruct vs Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)?

Choose based on your priorities: Qwen3 VL 235B A22B Instruct for lower cost, Qwen3 VL 235B A22B Instruct for stronger benchmark performance, and Qwen3 VL 235B A22B Instruct for faster generation. For latency-sensitive apps, check the TTFT comparison above.