Compare/GPT-5.4 (xhigh) vs GPT-5.2 (xhigh)

GPT-5.4 (xhigh)vsGPT-5.2 (xhigh)

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

OpenAI

GPT-5.4 (xhigh)

Input
$2.5/M
Output
$15/M
Speed
84 tok/s
TTFT
147.97s
OpenAI

GPT-5.2 (xhigh)

Input
$1.75/M
Output
$14/M
Speed
66 tok/s
TTFT
74.69s

Winner by Category

Cheaper
GPT-5.2 (xhigh)
Faster (tok/s)
GPT-5.4 (xhigh)
Lower Latency
GPT-5.2 (xhigh)
Benchmarks (6-5)
GPT-5.4 (xhigh)

Pricing Comparison

MetricGPT-5.4 (xhigh)GPT-5.2 (xhigh)
Input ($/M tokens)$2.5$1.75
Output ($/M tokens)$15$14
Cost for 1M input + 100K output tokens:
GPT-5.4 (xhigh)$4.00
GPT-5.2 (xhigh)$3.15

Speed Comparison

Output Speed (tokens/s) — higher is better
GPT-5.4 (xhigh)
84 tok/s
GPT-5.2 (xhigh)
66 tok/s
Time to First Token (seconds) — lower is better
GPT-5.4 (xhigh)
147.97s
GPT-5.2 (xhigh)
74.69s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
57.251.3
Coding Index
57.348.7
Math Index
99.0
GPQA Diamond
92.0%90.3%
MMLU-Pro
87.4%
LiveCodeBench
88.9%
AIME 2025
99.0%
MATH-500
Humanity's Last Exam
41.6%35.4%
SciCode
56.6%52.1%
IFBench
73.9%75.4%
TerminalBench
57.6%47.0%
GPT-5.4 (xhigh)6 wins
5 winsGPT-5.2 (xhigh)

Frequently Asked Questions

Which is cheaper, GPT-5.4 (xhigh) or GPT-5.2 (xhigh)?

GPT-5.2 (xhigh) is cheaper overall. Its blended price (3:1 input/output ratio) is $4.81/M tokens vs $5.63/M for GPT-5.4 (xhigh).

Which model performs better on benchmarks?

GPT-5.4 (xhigh) wins 6 out of 12 benchmarks compared to 5 for GPT-5.2 (xhigh). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

GPT-5.4 (xhigh) generates tokens faster at 84 tok/s vs 66 tok/s. However, GPT-5.2 (xhigh) has lower time-to-first-token (74.69s vs 147.97s).

When should I use GPT-5.4 (xhigh) vs GPT-5.2 (xhigh)?

Choose based on your priorities: GPT-5.2 (xhigh) for lower cost, GPT-5.4 (xhigh) for stronger benchmark performance, and GPT-5.4 (xhigh) for faster generation. For latency-sensitive apps, check the TTFT comparison above.