Claude Sonnet 4 vs GPT-5.2
Side-by-side benchmark comparison across coding, math, reasoning, speed, and pricing.
GPT-5.2 by OpenAI wins on 15 of 16 benchmarks against Claude Sonnet 4 by Anthropic, which leads on 1. This head-to-head comparison covers coding, math, reasoning, speed, and pricing metrics from the AI Value Index.
Category-by-Category Breakdown
General Intelligence: In general intelligence, GPT-5.2 scores 1475 on Chatbot Arena ELO compared to Claude Sonnet 4's 1365, while GPT-5.2 scores 83.0% on MMLU-Pro compared to Claude Sonnet 4's 81.0%, while GPT-5.2 scores 95.0% on IFEval compared to Claude Sonnet 4's 87.0%.
Coding: In coding, GPT-5.2 scores 95.0% on HumanEval+ compared to Claude Sonnet 4's 88.0%, while GPT-5.2 scores 80.0% on SWE-bench Verified compared to Claude Sonnet 4's 72.7%, while GPT-5.2 scores 80.0% on LiveCodeBench compared to Claude Sonnet 4's 58.0%, while Claude Sonnet 4 scores 70.3% on BFCL compared to GPT-5.2's 59.2%.
Math: In math, GPT-5.2 scores 97.0% on MATH compared to Claude Sonnet 4's 85.0%, while GPT-5.2 scores 99.0% on GSM8K compared to Claude Sonnet 4's 94.5%.
Reasoning: In reasoning, GPT-5.2 scores 92.4% on GPQA Diamond compared to Claude Sonnet 4's 75.4%, while GPT-5.2 scores 54.2% on ARC-AGI compared to Claude Sonnet 4's 42.0%.
Context: In context, GPT-5.2 scores 400K on Context Length compared to Claude Sonnet 4's 200K.
Pricing Comparison
Claude Sonnet 4 costs $3.0/1M input tokens and $15.0/1M output tokens, while GPT-5.2 costs $1.8/1M input and $14.0/1M output. GPT-5.2 is the more affordable option for API usage.
Speed Comparison
Claude Sonnet 4 generates output at 75 tok/s compared to GPT-5.2's 90 tok/s, and the time to first token is 400 ms for Claude Sonnet 4 versus 380 ms for GPT-5.2. GPT-5.2 delivers faster throughput.
Verdict
GPT-5.2 leads across the board in coding, general intelligence, math, affordability, speed, making it the stronger overall choice in this comparison.
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Claude Sonnet 4 vs GPT-5.2 — FAQ
Which is better, Claude Sonnet 4 or GPT-5.2?
GPT-5.2 wins on more benchmarks overall (15 vs 1). However, the best choice depends on your specific needs — each model excels in different areas.
How does Claude Sonnet 4 compare to GPT-5.2 for coding?
GPT-5.2 is better for coding, scoring 80.0% on SWE-bench Verified compared to 72.7%. SWE-bench tests real-world software engineering by resolving actual GitHub issues.
Is Claude Sonnet 4 cheaper than GPT-5.2?
Yes, GPT-5.2 is cheaper. Claude Sonnet 4 costs $3.0/1M input and $15.0/1M output tokens. GPT-5.2 costs $1.8/1M input and $14.0/1M output tokens.
Which is faster, Claude Sonnet 4 or GPT-5.2?
GPT-5.2 is faster, generating output at 90 tok/s compared to 75 tok/s. Faster output speed means shorter wait times for API responses.
What benchmarks does the Claude Sonnet 4 vs GPT-5.2 comparison cover?
This comparison covers 16 benchmarks including Chatbot Arena ELO, MMLU-Pro, HumanEval+, IFEval, MATH, SWE-bench Verified, GPQA Diamond, Output Speed, and more. Metrics span general intelligence, coding, math, reasoning, speed, and cost categories.