GPT-4.5 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 15 benchmarks against GPT-4.5 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 GPT-4.5's 1310, while GPT-5.2 scores 83.0% on MMLU-Pro compared to GPT-4.5's 78.0%, while GPT-5.2 scores 95.0% on IFEval compared to GPT-4.5's 86.0%.

Coding: In coding, GPT-5.2 scores 95.0% on HumanEval+ compared to GPT-4.5's 88.0%, while GPT-5.2 scores 80.0% on SWE-bench Verified compared to GPT-4.5's 38.0%, while GPT-5.2 scores 80.0% on LiveCodeBench compared to GPT-4.5's 45.0%.

Math: In math, GPT-5.2 scores 97.0% on MATH compared to GPT-4.5's 82.0%, while GPT-5.2 scores 99.0% on GSM8K compared to GPT-4.5's 94.0%.

Reasoning: In reasoning, GPT-5.2 scores 92.4% on GPQA Diamond compared to GPT-4.5's 71.4%, while GPT-5.2 scores 54.2% on ARC-AGI compared to GPT-4.5's 20.0%.

Context: In context, GPT-5.2 scores 400K on Context Length compared to GPT-4.5's 128K.

Pricing Comparison

GPT-4.5 costs $75.0/1M input tokens and $150.0/1M 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

GPT-4.5 generates output at 60 tok/s compared to GPT-5.2's 90 tok/s, and the time to first token is 600 ms for GPT-4.5 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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GPT-4.5 vs GPT-5.2 — FAQ

Which is better, GPT-4.5 or GPT-5.2?

GPT-5.2 wins on more benchmarks overall (15 vs 0). However, the best choice depends on your specific needs — each model excels in different areas.

How does GPT-4.5 compare to GPT-5.2 for coding?

GPT-5.2 is better for coding, scoring 80.0% on SWE-bench Verified compared to 38.0%. SWE-bench tests real-world software engineering by resolving actual GitHub issues.

Is GPT-4.5 cheaper than GPT-5.2?

Yes, GPT-5.2 is cheaper. GPT-4.5 costs $75.0/1M input and $150.0/1M output tokens. GPT-5.2 costs $1.8/1M input and $14.0/1M output tokens.

Which is faster, GPT-4.5 or GPT-5.2?

GPT-5.2 is faster, generating output at 90 tok/s compared to 60 tok/s. Faster output speed means shorter wait times for API responses.

What benchmarks does the GPT-4.5 vs GPT-5.2 comparison cover?

This comparison covers 15 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.