Model comparison

GPT-5.2 Pro vs GPT-5 Nano

GPT-5.2 Pro is the stronger model overall, scoring 52.2 to 33.4 on the Noometry Index. GPT-5 Nano costs 420× less per token, which makes it the better buy when GPT-5.2 Pro's lead doesn't matter for your workload.

Last verified . 6 shared benchmarks.

GPT-5.2 Pro OpenAI

52.2

Rank #34 Reported

GPT-5 Nano OpenAI

33.4

Rank #234 Confirmed

Summary

  • They share 6 benchmarks with published results for both. GPT-5.2 Pro scores higher in 2 categories and GPT-5 Nano in 0 categories; 2 gaps are clear of the uncertainty.
  • The widest gap is in math, where GPT-5.2 Pro leads 64.8 to 29.1.
  • The biggest single-benchmark swing is ARC-AGI-1: 90.5% for GPT-5.2 Pro and 20.7% for GPT-5 Nano.
  • GPT-5 Nano is cheaper at $0.05 / $0.40 per million input/output tokens, against $21 / $168 for GPT-5.2 Pro.

Side by side

GPT-5.2 Pro and GPT-5 Nano specifications
GPT-5.2 ProGPT-5 Nano
ProviderOpenAIOpenAI
Noometry Index52.233.4
Released2025-12-112025-08-07
WeightsProprietaryProprietary
Context window400K400K
Max output128K128K
Input $ / M tokens$21$0.05
Output $ / M tokens$168$0.40
Results tracked848

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Category by category

Coding Not comparable

GPT-5.2 Pro: —, GPT-5 Nano: 33.3 (#248)

Coding benchmarks
BenchmarkGPT-5.2 ProGPT-5 Nano
SWE-bench Verified (bash only)—34.8%
WeirdML—38.1%
LMArena Coding—1351
ALE-Bench—718.67

Agentic & Tool Use Not comparable

GPT-5.2 Pro: —, GPT-5 Nano: 25.6 (#99)

Agentic & Tool Use benchmarks
BenchmarkGPT-5.2 ProGPT-5 Nano
Terminal-Bench—21.8%
Berkeley Function Calling Leaderboard—51.5%

Reasoning GPT-5.2 Pro leads

GPT-5.2 Pro: 51.8 (#31), GPT-5 Nano: 16.4 (#291)

Reasoning benchmarks
BenchmarkGPT-5.2 ProGPT-5 Nano
ARC-AGI-254.2%2.6%
ARC-AGI-190.5%20.7%
Epoch Capabilities Index155.41139.39
SimpleBench57.4%—
Kagi LLM Benchmark—62.2%
NYT Connections (extended)79.3%—
Chess Puzzles—27%
LMArena Hard Prompts—1329
Mystery Game Puzzles—9%
DTBench—62.7%
LMCA—7.9%
ForecastBench—59.1

Math GPT-5.2 Pro leads

GPT-5.2 Pro: 64.8 (#23), GPT-5 Nano: 29.1 (#221)

Math benchmarks
BenchmarkGPT-5.2 ProGPT-5 Nano
FrontierMath (Tiers 1-3)74%20%
FrontierMath Tier 446%2.4%
FrontierMath Tier 4 (v1)31.3%2.1%
OTIS Mock AIME 2024-2025—81.1%
ProofBench—12%
Omni-MATH—54.6%
LMArena Math—1318
MATH Level 5—95.2%
FrontierMath (Feb 2025 set)—8.3%

Knowledge Not comparable

GPT-5.2 Pro: —, GPT-5 Nano: 35.8 (#166)

Knowledge benchmarks
BenchmarkGPT-5.2 ProGPT-5 Nano
GPQA Diamond—69.4%
SimpleQA Verified—11.7%
MMLU-Pro—77.8%
Vectara Hallucination Rate—10.5%
GPQA (HELM)—67.9%
LMArena Expert—1321

Multimodal Not comparable

GPT-5.2 Pro: —, GPT-5 Nano: 30.7 (#102)

Multimodal benchmarks
BenchmarkGPT-5.2 ProGPT-5 Nano
LMArena Vision—1159
VPCT—37.2%

Multilingual Not comparable

GPT-5.2 Pro: —, GPT-5 Nano: 45.5 (#167)

Multilingual benchmarks
BenchmarkGPT-5.2 ProGPT-5 Nano
LMArena Non-English—1313
LMArena Chinese—1355
LMArena German—1329
LMArena Korean—1269
LMArena Russian—1296
LMArena Spanish—1360

Instruction Following Not comparable

GPT-5.2 Pro: —, GPT-5 Nano: 75.2 (#72)

Instruction Following benchmarks
BenchmarkGPT-5.2 ProGPT-5 Nano
IFEval—93.2%
LMArena Instruction Following—1306

Long Context Not comparable

GPT-5.2 Pro: —, GPT-5 Nano: 31.3 (#275)

Long Context benchmarks
BenchmarkGPT-5.2 ProGPT-5 Nano
Fiction.LiveBench—44.4%
LMArena Longer Query—1313

Writing & Preference Not comparable

GPT-5.2 Pro: —, GPT-5 Nano: 39.4 (#244)

Writing & Preference benchmarks
BenchmarkGPT-5.2 ProGPT-5 Nano
LMArena Text—1320
LMArena Creative Writing—1250
EQ-Bench Creative Writing—705
WildBench—80.6%
LMArena Multi-Turn—1311

Frequently asked questions

Is GPT-5.2 Pro better than GPT-5 Nano?

GPT-5.2 Pro is the stronger model overall, scoring 52.2 to 33.4 on the Noometry Index. GPT-5 Nano costs 420× less per token, which makes it the better buy when GPT-5.2 Pro's lead doesn't matter for your workload.

Which is cheaper, GPT-5.2 Pro or GPT-5 Nano?

GPT-5 Nano is cheaper. It lists at $0.05 per million input tokens and $0.40 per million output tokens; GPT-5.2 Pro lists at $21 and $168.

Which has the bigger context window?

Both accept 400K tokens.

How many benchmarks do GPT-5.2 Pro and GPT-5 Nano share?

6 benchmarks have published results for both models. GPT-5.2 Pro has 8 scored results on Noometry and GPT-5 Nano has 48.

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