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

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

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

Anthropic

Claude 4 Sonnet (Reasoning)

Input
$3/M
Output
$15/M
Speed
TTFT
OpenAI

GPT-5.4 (low)

Input
$2.5/M
Output
$15/M
Speed
112 tok/s
TTFT
1.15s

Winner by Category

Cheaper
GPT-5.4 (low)
Faster (tok/s)
GPT-5.4 (low)
Lower Latency
Claude 4 Sonnet (Reasoning)
Benchmarks (6-6)
Tie

Pricing Comparison

MetricClaude 4 Sonnet (Reasoning)GPT-5.4 (low)
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 (low)$4.00

Speed Comparison

Output Speed (tokens/s) — higher is better
Claude 4 Sonnet (Reasoning)
GPT-5.4 (low)
112 tok/s
Time to First Token (seconds) — lower is better
Claude 4 Sonnet (Reasoning)
GPT-5.4 (low)
1.15s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
28.939.1
Coding Index
37.6
Math Index
74.3
GPQA Diamond
77.7%87.1%
MMLU-Pro
84.2%
LiveCodeBench
65.5%
AIME 2025
74.3%
MATH-500
99.1%
Humanity's Last Exam
9.6%28.9%
SciCode
40.0%50.3%
IFBench
54.7%65.9%
TerminalBench
31.1%43.2%
Claude 4 Sonnet (Reasoning)6 wins
6 winsGPT-5.4 (low)

Frequently Asked Questions

Which is cheaper, Claude 4 Sonnet (Reasoning) or GPT-5.4 (low)?

GPT-5.4 (low) 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?

It's a tie — both models win 6 benchmarks each across 12 evaluated categories. See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

GPT-5.4 (low) generates tokens faster at 112 tok/s vs 0 tok/s. Claude 4 Sonnet (Reasoning) also has lower time-to-first-token (0.00s vs 1.15s).

When should I use Claude 4 Sonnet (Reasoning) vs GPT-5.4 (low)?

Choose based on your priorities: GPT-5.4 (low) for lower cost, both perform similarly on benchmarks, and GPT-5.4 (low) for faster generation. For latency-sensitive apps, check the TTFT comparison above.