Compare/GLM-4.6 (Non-reasoning) vs Qwen3 235B A22B 2507 (Reasoning)

GLM-4.6 (Non-reasoning)vsQwen3 235B A22B 2507 (Reasoning)

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

Z AI

GLM-4.6 (Non-reasoning)

Input
$0.6/M
Output
$2.2/M
Speed
42 tok/s
TTFT
1.10s
Alibaba

Qwen3 235B A22B 2507 (Reasoning)

Input
$0.4/M
Output
$2.15/M
Speed
56 tok/s
TTFT
1.32s

Winner by Category

Cheaper
Qwen3 235B A22B 2507 (Reasoning)
Faster (tok/s)
Qwen3 235B A22B 2507 (Reasoning)
Lower Latency
GLM-4.6 (Non-reasoning)
Benchmarks (3-9)
Qwen3 235B A22B 2507 (Reasoning)

Pricing Comparison

MetricGLM-4.6 (Non-reasoning)Qwen3 235B A22B 2507 (Reasoning)
Input ($/M tokens)$0.6$0.4
Output ($/M tokens)$2.2$2.15
Cost for 1M input + 100K output tokens:
GLM-4.6 (Non-reasoning)$0.82
Qwen3 235B A22B 2507 (Reasoning)$0.61

Speed Comparison

Output Speed (tokens/s) — higher is better
GLM-4.6 (Non-reasoning)
42 tok/s
Qwen3 235B A22B 2507 (Reasoning)
56 tok/s
Time to First Token (seconds) — lower is better
GLM-4.6 (Non-reasoning)
1.10s
Qwen3 235B A22B 2507 (Reasoning)
1.32s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
30.229.5
Coding Index
30.223.2
Math Index
44.391.0
GPQA Diamond
63.2%79.0%
MMLU-Pro
78.4%84.3%
LiveCodeBench
56.1%78.8%
AIME 2025
44.3%91.0%
MATH-500
98.4%
Humanity's Last Exam
5.2%15.0%
SciCode
33.1%42.4%
IFBench
36.7%51.2%
TerminalBench
28.8%13.6%
GLM-4.6 (Non-reasoning)3 wins
9 winsQwen3 235B A22B 2507 (Reasoning)

Frequently Asked Questions

Which is cheaper, GLM-4.6 (Non-reasoning) or Qwen3 235B A22B 2507 (Reasoning)?

Qwen3 235B A22B 2507 (Reasoning) is cheaper overall. Its blended price (3:1 input/output ratio) is $0.84/M tokens vs $1.00/M for GLM-4.6 (Non-reasoning).

Which model performs better on benchmarks?

Qwen3 235B A22B 2507 (Reasoning) wins 9 out of 12 benchmarks compared to 3 for GLM-4.6 (Non-reasoning). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Qwen3 235B A22B 2507 (Reasoning) generates tokens faster at 56 tok/s vs 42 tok/s. GLM-4.6 (Non-reasoning) also has lower time-to-first-token (1.10s vs 1.32s).

When should I use GLM-4.6 (Non-reasoning) vs Qwen3 235B A22B 2507 (Reasoning)?

Choose based on your priorities: Qwen3 235B A22B 2507 (Reasoning) for lower cost, Qwen3 235B A22B 2507 (Reasoning) for stronger benchmark performance, and Qwen3 235B A22B 2507 (Reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.