Compare/GLM-4.5V (Reasoning) vs Qwen3 235B A22B (Non-reasoning)

GLM-4.5V (Reasoning)vsQwen3 235B A22B (Non-reasoning)

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

Z AI

GLM-4.5V (Reasoning)

Input
$0.6/M
Output
$1.8/M
Speed
52 tok/s
TTFT
1.08s
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
GLM-4.5V (Reasoning)
Benchmarks (6-6)
Tie

Pricing Comparison

MetricGLM-4.5V (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:
GLM-4.5V (Reasoning)$0.78
Qwen3 235B A22B (Non-reasoning)$0.63

Speed Comparison

Output Speed (tokens/s) — higher is better
GLM-4.5V (Reasoning)
52 tok/s
Qwen3 235B A22B (Non-reasoning)
68 tok/s
Time to First Token (seconds) — lower is better
GLM-4.5V (Reasoning)
1.08s
Qwen3 235B A22B (Non-reasoning)
1.23s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
15.117.0
Coding Index
10.914.0
Math Index
73.023.7
GPQA Diamond
68.4%61.3%
MMLU-Pro
78.8%76.2%
LiveCodeBench
60.4%34.3%
AIME 2025
73.0%23.7%
MATH-500
90.2%
Humanity's Last Exam
5.9%4.7%
SciCode
22.1%29.9%
IFBench
34.2%36.6%
TerminalBench
5.3%6.1%
GLM-4.5V (Reasoning)6 wins
6 winsQwen3 235B A22B (Non-reasoning)

Frequently Asked Questions

Which is cheaper, GLM-4.5V (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 GLM-4.5V (Reasoning).

Which model performs better on benchmarks?

It's a tie — both models win 6 benchmarks each across 12 evaluated categories. 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 52 tok/s. GLM-4.5V (Reasoning) also has lower time-to-first-token (1.08s vs 1.23s).

When should I use GLM-4.5V (Reasoning) vs Qwen3 235B A22B (Non-reasoning)?

Choose based on your priorities: Qwen3 235B A22B (Non-reasoning) for lower cost, both perform similarly on benchmarks, and Qwen3 235B A22B (Non-reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.