Compare/Qwen3 235B A22B 2507 (Reasoning) vs GLM-4.7 (Non-reasoning)

Qwen3 235B A22B 2507 (Reasoning)vsGLM-4.7 (Non-reasoning)

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

Alibaba

Qwen3 235B A22B 2507 (Reasoning)

Input
$0.4/M
Output
$2.15/M
Speed
59 tok/s
TTFT
1.18s
Z AI

GLM-4.7 (Non-reasoning)

Input
$0.6/M
Output
$2.2/M
Speed
97 tok/s
TTFT
0.80s

Winner by Category

Cheaper
Qwen3 235B A22B 2507 (Reasoning)
Faster (tok/s)
GLM-4.7 (Non-reasoning)
Lower Latency
GLM-4.7 (Non-reasoning)
Benchmarks (8-4)
Qwen3 235B A22B 2507 (Reasoning)

Pricing Comparison

MetricQwen3 235B A22B 2507 (Reasoning)GLM-4.7 (Non-reasoning)
Input ($/M tokens)$0.4$0.6
Output ($/M tokens)$2.15$2.2
Cost for 1M input + 100K output tokens:
Qwen3 235B A22B 2507 (Reasoning)$0.61
GLM-4.7 (Non-reasoning)$0.82

Speed Comparison

Output Speed (tokens/s) — higher is better
Qwen3 235B A22B 2507 (Reasoning)
59 tok/s
GLM-4.7 (Non-reasoning)
97 tok/s
Time to First Token (seconds) — lower is better
Qwen3 235B A22B 2507 (Reasoning)
1.18s
GLM-4.7 (Non-reasoning)
0.80s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
29.534.2
Coding Index
23.232.0
Math Index
91.048.0
GPQA Diamond
79.0%66.4%
MMLU-Pro
84.3%79.4%
LiveCodeBench
78.8%56.2%
AIME 2025
91.0%48.0%
MATH-500
98.4%
Humanity's Last Exam
15.0%6.1%
SciCode
42.4%35.4%
IFBench
51.2%54.6%
TerminalBench
13.6%30.3%
Qwen3 235B A22B 2507 (Reasoning)8 wins
4 winsGLM-4.7 (Non-reasoning)

Frequently Asked Questions

Which is cheaper, Qwen3 235B A22B 2507 (Reasoning) or GLM-4.7 (Non-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-4.7 (Non-reasoning).

Which model performs better on benchmarks?

Qwen3 235B A22B 2507 (Reasoning) wins 8 out of 12 benchmarks compared to 4 for GLM-4.7 (Non-reasoning). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

GLM-4.7 (Non-reasoning) generates tokens faster at 97 tok/s vs 59 tok/s. However, GLM-4.7 (Non-reasoning) has lower time-to-first-token (0.80s vs 1.18s).

When should I use Qwen3 235B A22B 2507 (Reasoning) vs GLM-4.7 (Non-reasoning)?

Choose based on your priorities: Qwen3 235B A22B 2507 (Reasoning) for lower cost, Qwen3 235B A22B 2507 (Reasoning) for stronger benchmark performance, and GLM-4.7 (Non-reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.