GPT-5.2 vs GPT-5 Nano

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

GPT-5.2 by OpenAI wins on 9 of 14 benchmarks against GPT-5 Nano by OpenAI, which leads on 4. 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 GPT-5 Nano's 1200, while GPT-5.2 scores 83.0% on MMLU-Pro compared to GPT-5 Nano's 62.0%.

Coding: In coding, GPT-5.2 scores 95.0% on HumanEval+ compared to GPT-5 Nano's 72.0%, while GPT-5.2 scores 80.0% on SWE-bench Verified compared to GPT-5 Nano's 25.0%, while GPT-5.2 scores 80.0% on LiveCodeBench compared to GPT-5 Nano's 30.0%.

Math: In math, GPT-5.2 scores 97.0% on MATH compared to GPT-5 Nano's 65.0%, while GPT-5.2 scores 99.0% on GSM8K compared to GPT-5 Nano's 85.0%.

Reasoning: In reasoning, GPT-5.2 scores 92.4% on GPQA Diamond compared to GPT-5 Nano's 35.0%, while GPT-5.2 scores 54.2% on ARC-AGI compared to GPT-5 Nano's 15.0%.

Context: In context, both score 400K on Context Length.

Pricing Comparison

GPT-5.2 costs $1.8/1M input tokens and $14.0/1M output tokens, while GPT-5 Nano costs $0.05/1M input and $0.40/1M output. GPT-5 Nano is the more affordable option for API usage.

Speed Comparison

GPT-5.2 generates output at 90 tok/s compared to GPT-5 Nano's 250 tok/s, and the time to first token is 380 ms for GPT-5.2 versus 80 ms for GPT-5 Nano. GPT-5 Nano delivers faster throughput.

Verdict

For developers prioritizing coding and general intelligence and math, GPT-5.2 has the edge. For those who value affordability and speed, GPT-5 Nano is the stronger choice.

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GPT-5.2 vs GPT-5 Nano — FAQ

Which is better, GPT-5.2 or GPT-5 Nano?

GPT-5.2 wins on more benchmarks overall (9 vs 4). However, the best choice depends on your specific needs — each model excels in different areas.

How does GPT-5.2 compare to GPT-5 Nano for coding?

GPT-5.2 is better for coding, scoring 80.0% on SWE-bench Verified compared to 25.0%. SWE-bench tests real-world software engineering by resolving actual GitHub issues.

Is GPT-5.2 cheaper than GPT-5 Nano?

Yes, GPT-5 Nano is cheaper. GPT-5.2 costs $1.8/1M input and $14.0/1M output tokens. GPT-5 Nano costs $0.05/1M input and $0.40/1M output tokens.

Which is faster, GPT-5.2 or GPT-5 Nano?

GPT-5 Nano is faster, generating output at 250 tok/s compared to 90 tok/s. Faster output speed means shorter wait times for API responses.

What benchmarks does the GPT-5.2 vs GPT-5 Nano comparison cover?

This comparison covers 14 benchmarks including Chatbot Arena ELO, MMLU-Pro, HumanEval+, MATH, SWE-bench Verified, GPQA Diamond, Output Speed, Time to First Token, and more. Metrics span general intelligence, coding, math, reasoning, speed, and cost categories.