Compare/GLM-5.1 (Reasoning) vs GPT-5.4 mini (Non-Reasoning)

GLM-5.1 (Reasoning)vsGPT-5.4 mini (Non-Reasoning)

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

Z AI

GLM-5.1 (Reasoning)

Input
$1.4/M
Output
$4.4/M
Speed
57 tok/s
TTFT
0.78s
OpenAI

GPT-5.4 mini (Non-Reasoning)

Input
$0.75/M
Output
$4.5/M
Speed
158 tok/s
TTFT
0.61s

Winner by Category

Cheaper
GPT-5.4 mini (Non-Reasoning)
Faster (tok/s)
GPT-5.4 mini (Non-Reasoning)
Lower Latency
GPT-5.4 mini (Non-Reasoning)
Benchmarks (7-0)
GLM-5.1 (Reasoning)

Pricing Comparison

MetricGLM-5.1 (Reasoning)GPT-5.4 mini (Non-Reasoning)
Input ($/M tokens)$1.4$0.75
Output ($/M tokens)$4.4$4.5
Cost for 1M input + 100K output tokens:
GLM-5.1 (Reasoning)$1.84
GPT-5.4 mini (Non-Reasoning)$1.20

Speed Comparison

Output Speed (tokens/s) — higher is better
GLM-5.1 (Reasoning)
57 tok/s
GPT-5.4 mini (Non-Reasoning)
158 tok/s
Time to First Token (seconds) — lower is better
GLM-5.1 (Reasoning)
0.78s
GPT-5.4 mini (Non-Reasoning)
0.61s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
51.423.3
Coding Index
43.425.3
Math Index
GPQA Diamond
86.8%60.6%
MMLU-Pro
LiveCodeBench
AIME 2025
MATH-500
Humanity's Last Exam
28.0%5.7%
SciCode
43.8%39.6%
IFBench
76.3%38.8%
TerminalBench
43.2%18.2%
GLM-5.1 (Reasoning)7 wins
0 winsGPT-5.4 mini (Non-Reasoning)

Frequently Asked Questions

Which is cheaper, GLM-5.1 (Reasoning) or GPT-5.4 mini (Non-Reasoning)?

GPT-5.4 mini (Non-Reasoning) is cheaper overall. Its blended price (3:1 input/output ratio) is $1.69/M tokens vs $2.15/M for GLM-5.1 (Reasoning).

Which model performs better on benchmarks?

GLM-5.1 (Reasoning) wins 7 out of 12 benchmarks compared to 0 for GPT-5.4 mini (Non-Reasoning). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

GPT-5.4 mini (Non-Reasoning) generates tokens faster at 158 tok/s vs 57 tok/s. However, GPT-5.4 mini (Non-Reasoning) has lower time-to-first-token (0.61s vs 0.78s).

When should I use GLM-5.1 (Reasoning) vs GPT-5.4 mini (Non-Reasoning)?

Choose based on your priorities: GPT-5.4 mini (Non-Reasoning) for lower cost, GLM-5.1 (Reasoning) for stronger benchmark performance, and GPT-5.4 mini (Non-Reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.