Compare/GLM-4.7 (Non-reasoning) vs Qwen3 VL 8B (Reasoning)

GLM-4.7 (Non-reasoning)vsQwen3 VL 8B (Reasoning)

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

Z AI

GLM-4.7 (Non-reasoning)

Input
$0.55/M
Output
$2.15/M
Speed
77 tok/s
TTFT
0.66s
Alibaba

Qwen3 VL 8B (Reasoning)

Input
$0.18/M
Output
$2.1/M
Speed
135 tok/s
TTFT
1.01s

Winner by Category

Cheaper
Qwen3 VL 8B (Reasoning)
Faster (tok/s)
Qwen3 VL 8B (Reasoning)
Lower Latency
GLM-4.7 (Non-reasoning)
Benchmarks (11-0)
GLM-4.7 (Non-reasoning)

Pricing Comparison

MetricGLM-4.7 (Non-reasoning)Qwen3 VL 8B (Reasoning)
Input ($/M tokens)$0.55$0.18
Output ($/M tokens)$2.15$2.1
Cost for 1M input + 100K output tokens:
GLM-4.7 (Non-reasoning)$0.77
Qwen3 VL 8B (Reasoning)$0.39

Speed Comparison

Output Speed (tokens/s) — higher is better
GLM-4.7 (Non-reasoning)
77 tok/s
Qwen3 VL 8B (Reasoning)
135 tok/s
Time to First Token (seconds) — lower is better
GLM-4.7 (Non-reasoning)
0.66s
Qwen3 VL 8B (Reasoning)
1.01s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
34.216.7
Coding Index
32.09.8
Math Index
48.030.7
GPQA Diamond
66.4%57.9%
MMLU-Pro
79.4%74.9%
LiveCodeBench
56.2%35.3%
AIME 2025
48.0%30.7%
MATH-500
Humanity's Last Exam
6.1%3.3%
SciCode
35.4%21.9%
IFBench
54.6%39.9%
TerminalBench
30.3%3.8%
GLM-4.7 (Non-reasoning)11 wins
0 winsQwen3 VL 8B (Reasoning)

Frequently Asked Questions

Which is cheaper, GLM-4.7 (Non-reasoning) or Qwen3 VL 8B (Reasoning)?

Qwen3 VL 8B (Reasoning) is cheaper overall. Its blended price (3:1 input/output ratio) is $0.66/M tokens vs $0.94/M for GLM-4.7 (Non-reasoning).

Which model performs better on benchmarks?

GLM-4.7 (Non-reasoning) wins 11 out of 12 benchmarks compared to 0 for Qwen3 VL 8B (Reasoning). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Qwen3 VL 8B (Reasoning) generates tokens faster at 135 tok/s vs 77 tok/s. GLM-4.7 (Non-reasoning) also has lower time-to-first-token (0.66s vs 1.01s).

When should I use GLM-4.7 (Non-reasoning) vs Qwen3 VL 8B (Reasoning)?

Choose based on your priorities: Qwen3 VL 8B (Reasoning) for lower cost, GLM-4.7 (Non-reasoning) for stronger benchmark performance, and Qwen3 VL 8B (Reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.