Compare/Claude 4 Sonnet (Reasoning) vs GPT-5.4 (xhigh)

Claude 4 Sonnet (Reasoning)vsGPT-5.4 (xhigh)

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

Anthropic

Claude 4 Sonnet (Reasoning)

Input
$3/M
Output
$15/M
Speed
57 tok/s
TTFT
10.30s
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 4 Sonnet (Reasoning)
Benchmarks (5-7)
GPT-5.4 (xhigh)

Pricing Comparison

MetricClaude 4 Sonnet (Reasoning)GPT-5.4 (xhigh)
Input ($/M tokens)$3$2.5
Output ($/M tokens)$15$15
Cost for 1M input + 100K output tokens:
Claude 4 Sonnet (Reasoning)$4.50
GPT-5.4 (xhigh)$4.00

Speed Comparison

Output Speed (tokens/s) — higher is better
Claude 4 Sonnet (Reasoning)
57 tok/s
GPT-5.4 (xhigh)
84 tok/s
Time to First Token (seconds) — lower is better
Claude 4 Sonnet (Reasoning)
10.30s
GPT-5.4 (xhigh)
147.97s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
38.757.2
Coding Index
34.157.3
Math Index
74.3
GPQA Diamond
77.7%92.0%
MMLU-Pro
84.2%
LiveCodeBench
65.5%
AIME 2025
74.3%
MATH-500
99.1%
Humanity's Last Exam
9.6%41.6%
SciCode
40.0%56.6%
IFBench
54.7%73.9%
TerminalBench
31.1%57.6%
Claude 4 Sonnet (Reasoning)5 wins
7 winsGPT-5.4 (xhigh)

Frequently Asked Questions

Which is cheaper, Claude 4 Sonnet (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 $6.00/M for Claude 4 Sonnet (Reasoning).

Which model performs better on benchmarks?

GPT-5.4 (xhigh) wins 7 out of 12 benchmarks compared to 5 for Claude 4 Sonnet (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 57 tok/s. Claude 4 Sonnet (Reasoning) also has lower time-to-first-token (10.30s vs 147.97s).

When should I use Claude 4 Sonnet (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.