Compare/Qwen3 VL 235B A22B Instruct vs Apertus 70B Instruct

Qwen3 VL 235B A22B InstructvsApertus 70B Instruct

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

Alibaba

Qwen3 VL 235B A22B Instruct

Input
$0.7/M
Output
$2.8/M
Speed
57 tok/s
TTFT
1.07s
Swiss AI Initiative

Apertus 70B Instruct

Input
$0.82/M
Output
$2.92/M
Speed
64 tok/s
TTFT
1.68s

Winner by Category

Cheaper
Qwen3 VL 235B A22B Instruct
Faster (tok/s)
Apertus 70B Instruct
Lower Latency
Qwen3 VL 235B A22B Instruct
Benchmarks (11-0)
Qwen3 VL 235B A22B Instruct

Pricing Comparison

MetricQwen3 VL 235B A22B InstructApertus 70B Instruct
Input ($/M tokens)$0.7$0.82
Output ($/M tokens)$2.8$2.92
Cost for 1M input + 100K output tokens:
Qwen3 VL 235B A22B Instruct$0.98
Apertus 70B Instruct$1.11

Speed Comparison

Output Speed (tokens/s) — higher is better
Qwen3 VL 235B A22B Instruct
57 tok/s
Apertus 70B Instruct
64 tok/s
Time to First Token (seconds) — lower is better
Qwen3 VL 235B A22B Instruct
1.07s
Apertus 70B Instruct
1.68s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
20.87.7
Coding Index
16.51.9
Math Index
70.7
GPQA Diamond
71.2%27.2%
MMLU-Pro
82.3%
LiveCodeBench
59.4%
AIME 2025
70.7%
MATH-500
Humanity's Last Exam
6.3%5.5%
SciCode
35.9%5.7%
IFBench
42.7%25.9%
TerminalBench
6.8%0.0%
Qwen3 VL 235B A22B Instruct11 wins
0 winsApertus 70B Instruct

Frequently Asked Questions

Which is cheaper, Qwen3 VL 235B A22B Instruct or Apertus 70B Instruct?

Qwen3 VL 235B A22B Instruct is cheaper overall. Its blended price (3:1 input/output ratio) is $1.23/M tokens vs $1.34/M for Apertus 70B Instruct.

Which model performs better on benchmarks?

Qwen3 VL 235B A22B Instruct wins 11 out of 12 benchmarks compared to 0 for Apertus 70B Instruct. See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Apertus 70B Instruct generates tokens faster at 64 tok/s vs 57 tok/s. Qwen3 VL 235B A22B Instruct also has lower time-to-first-token (1.07s vs 1.68s).

When should I use Qwen3 VL 235B A22B Instruct vs Apertus 70B Instruct?

Choose based on your priorities: Qwen3 VL 235B A22B Instruct for lower cost, Qwen3 VL 235B A22B Instruct for stronger benchmark performance, and Apertus 70B Instruct for faster generation. For latency-sensitive apps, check the TTFT comparison above.