GPT-5.2 vs o1

Side-by-side benchmark comparison across coding, math, reasoning, speed, and pricing.

GPT-5.2 by OpenAI wins on 16 of 16 benchmarks against o1 by OpenAI, which leads on 0. 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 o1's 1360, while GPT-5.2 scores 83.0% on MMLU-Pro compared to o1's 82.0%, while GPT-5.2 scores 95.0% on IFEval compared to o1's 92.0%.

Coding: In coding, GPT-5.2 scores 95.0% on HumanEval+ compared to o1's 89.0%, while GPT-5.2 scores 80.0% on SWE-bench Verified compared to o1's 48.9%, while GPT-5.2 scores 80.0% on LiveCodeBench compared to o1's 55.0%.

Math: In math, GPT-5.2 scores 97.0% on MATH compared to o1's 94.8%, while GPT-5.2 scores 99.0% on GSM8K compared to o1's 97.5%, while GPT-5.2 scores 100.0% on AIME 2025 compared to o1's 74.0%.

Reasoning: In reasoning, GPT-5.2 scores 92.4% on GPQA Diamond compared to o1's 77.3%, while GPT-5.2 scores 54.2% on ARC-AGI compared to o1's 32.0%.

Context: In context, GPT-5.2 scores 400K on Context Length compared to o1's 200K.

Pricing Comparison

GPT-5.2 costs $1.8/1M input tokens and $14.0/1M output tokens, while o1 costs $15.0/1M input and $60.0/1M output. GPT-5.2 is the more affordable option for API usage.

Speed Comparison

GPT-5.2 generates output at 90 tok/s compared to o1's 35 tok/s, and the time to first token is 380 ms for GPT-5.2 versus 1000 ms for o1. 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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GPT-5.2 vs o1 — FAQ

Which is better, GPT-5.2 or o1?

GPT-5.2 wins on more benchmarks overall (16 vs 0). However, the best choice depends on your specific needs — each model excels in different areas.

How does GPT-5.2 compare to o1 for coding?

GPT-5.2 is better for coding, scoring 80.0% on SWE-bench Verified compared to 48.9%. SWE-bench tests real-world software engineering by resolving actual GitHub issues.

Is GPT-5.2 cheaper than o1?

Yes, GPT-5.2 is cheaper. GPT-5.2 costs $1.8/1M input and $14.0/1M output tokens. o1 costs $15.0/1M input and $60.0/1M output tokens.

Which is faster, GPT-5.2 or o1?

GPT-5.2 is faster, generating output at 90 tok/s compared to 35 tok/s. Faster output speed means shorter wait times for API responses.

What benchmarks does the GPT-5.2 vs o1 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.