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

GPT-5.4 mini (xhigh)vsGLM-5.1 (Non-reasoning)

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

OpenAI

GPT-5.4 mini (xhigh)

Input
$0.75/M
Output
$4.5/M
Speed
178 tok/s
TTFT
3.93s
Z AI

GLM-5.1 (Non-reasoning)

Input
$1.4/M
Output
$4.4/M
Speed
42 tok/s
TTFT
1.15s

Winner by Category

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

Pricing Comparison

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

Speed Comparison

Output Speed (tokens/s) — higher is better
GPT-5.4 mini (xhigh)
178 tok/s
GLM-5.1 (Non-reasoning)
42 tok/s
Time to First Token (seconds) — lower is better
GPT-5.4 mini (xhigh)
3.93s
GLM-5.1 (Non-reasoning)
1.15s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
48.943.8
Coding Index
51.535.8
Math Index
GPQA Diamond
87.5%83.9%
MMLU-Pro
LiveCodeBench
AIME 2025
MATH-500
Humanity's Last Exam
26.6%25.6%
SciCode
49.9%36.1%
IFBench
73.3%52.0%
TerminalBench
52.3%35.6%
GPT-5.4 mini (xhigh)7 wins
0 winsGLM-5.1 (Non-reasoning)

Frequently Asked Questions

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

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

Which model performs better on benchmarks?

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

Which is faster for real-time applications?

GPT-5.4 mini (xhigh) generates tokens faster at 178 tok/s vs 42 tok/s. However, GLM-5.1 (Non-reasoning) has lower time-to-first-token (1.15s vs 3.93s).

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

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