Compare/Claude Opus 4.5 (Reasoning) vs GPT-5.4 (xhigh)

Claude Opus 4.5 (Reasoning)vsGPT-5.4 (xhigh)

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

Anthropic

Claude Opus 4.5 (Reasoning)

Input
$5/M
Output
$25/M
Speed
64 tok/s
TTFT
10.40s
OpenAI

GPT-5.4 (xhigh)

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

Winner by Category

Cheaper
GPT-5.4 (xhigh)
Faster (tok/s)
GPT-5.4 (xhigh)
Lower Latency
Claude Opus 4.5 (Reasoning)
Benchmarks (4-7)
GPT-5.4 (xhigh)

Pricing Comparison

MetricClaude Opus 4.5 (Reasoning)GPT-5.4 (xhigh)
Input ($/M tokens)$5$2.5
Output ($/M tokens)$25$15
Cost for 1M input + 100K output tokens:
Claude Opus 4.5 (Reasoning)$7.50
GPT-5.4 (xhigh)$4.00

Speed Comparison

Output Speed (tokens/s) — higher is better
Claude Opus 4.5 (Reasoning)
64 tok/s
GPT-5.4 (xhigh)
84 tok/s
Time to First Token (seconds) — lower is better
Claude Opus 4.5 (Reasoning)
10.40s
GPT-5.4 (xhigh)
147.97s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
49.757.2
Coding Index
47.857.3
Math Index
91.3
GPQA Diamond
86.6%92.0%
MMLU-Pro
89.5%
LiveCodeBench
87.1%
AIME 2025
91.3%
MATH-500
Humanity's Last Exam
28.4%41.6%
SciCode
49.5%56.6%
IFBench
58.0%73.9%
TerminalBench
47.0%57.6%
Claude Opus 4.5 (Reasoning)4 wins
7 winsGPT-5.4 (xhigh)

Frequently Asked Questions

Which is cheaper, Claude Opus 4.5 (Reasoning) or GPT-5.4 (xhigh)?

GPT-5.4 (xhigh) is cheaper overall. Its blended price (3:1 input/output ratio) is $5.63/M tokens vs $10.00/M for Claude Opus 4.5 (Reasoning).

Which model performs better on benchmarks?

GPT-5.4 (xhigh) wins 7 out of 12 benchmarks compared to 4 for Claude Opus 4.5 (Reasoning). 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 64 tok/s. Claude Opus 4.5 (Reasoning) also has lower time-to-first-token (10.40s vs 147.97s).

When should I use Claude Opus 4.5 (Reasoning) vs GPT-5.4 (xhigh)?

Choose based on your priorities: GPT-5.4 (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.