Model comparison

Claude 2.1 vs GPT-5 Nano

GPT-5 Nano is the stronger model overall, scoring 33.4 to 24.9 on the Noometry Index.

Last verified . 6 shared benchmarks.

Claude 2.1 Anthropic

24.9

Rank #340 Reported

GPT-5 Nano OpenAI

33.4

Rank #234 Confirmed

Summary

  • They share 6 benchmarks with published results for both. Claude 2.1 scores higher in 1 category and GPT-5 Nano in 3 categories; 4 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where GPT-5 Nano leads 35.8 to 15.5.
  • The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 1.9% for Claude 2.1 and 81.1% for GPT-5 Nano.

Side by side

Claude 2.1 and GPT-5 Nano specifications
Claude 2.1GPT-5 Nano
ProviderAnthropicOpenAI
Noometry Index24.933.4
Released2023-11-212025-08-07
WeightsProprietaryProprietary
Context window—400K
Max output—128K
Input $ / M tokens—$0.05
Output $ / M tokens—$0.40
Results tracked748

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Category by category

Coding GPT-5 Nano leads

Claude 2.1: 25.8 (#322), GPT-5 Nano: 33.3 (#248)

Coding benchmarks
BenchmarkClaude 2.1GPT-5 Nano
WeirdML7.1%38.1%
SWE-bench Verified (bash only)—34.8%
LMArena Coding—1351
ALE-Bench—718.67

Agentic & Tool Use Not comparable

Claude 2.1: —, GPT-5 Nano: 25.6 (#99)

Agentic & Tool Use benchmarks
BenchmarkClaude 2.1GPT-5 Nano
Terminal-Bench—21.8%
Berkeley Function Calling Leaderboard—51.5%

Reasoning Claude 2.1 leads

Claude 2.1: 20.6 (#216), GPT-5 Nano: 16.4 (#291)

Reasoning benchmarks
BenchmarkClaude 2.1GPT-5 Nano
DTBench51%62.7%
Epoch Capabilities Index119.22139.39
ForecastBench54.259.1
ARC-AGI-2—2.6%
Kagi LLM Benchmark—62.2%
ARC-AGI-1—20.7%
Chess Puzzles—27%
LMArena Hard Prompts—1329
Mystery Game Puzzles—9%
LMCA—7.9%

Math GPT-5 Nano leads

Claude 2.1: 9.6 (#309), GPT-5 Nano: 29.1 (#221)

Math benchmarks
BenchmarkClaude 2.1GPT-5 Nano
OTIS Mock AIME 2024-20251.9%81.1%
FrontierMath (Tiers 1-3)—20%
FrontierMath Tier 4—2.4%
ProofBench—12%
Omni-MATH—54.6%
LMArena Math—1318
MATH Level 5—95.2%
FrontierMath (Feb 2025 set)—8.3%
FrontierMath Tier 4 (v1)—2.1%

Knowledge GPT-5 Nano leads

Claude 2.1: 15.5 (#287), GPT-5 Nano: 35.8 (#166)

Knowledge benchmarks
BenchmarkClaude 2.1GPT-5 Nano
GPQA Diamond33%69.4%
SimpleQA Verified—11.7%
MMLU-Pro—77.8%
Vectara Hallucination Rate—10.5%
GPQA (HELM)—67.9%
LMArena Expert—1321
MMLU73.5%—

Multimodal Not comparable

Claude 2.1: —, GPT-5 Nano: 30.7 (#102)

Multimodal benchmarks
BenchmarkClaude 2.1GPT-5 Nano
LMArena Vision—1159
VPCT—37.2%

Multilingual Not comparable

Claude 2.1: —, GPT-5 Nano: 45.5 (#167)

Multilingual benchmarks
BenchmarkClaude 2.1GPT-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

Claude 2.1: —, GPT-5 Nano: 75.2 (#72)

Instruction Following benchmarks
BenchmarkClaude 2.1GPT-5 Nano
IFEval—93.2%
LMArena Instruction Following—1306

Long Context Not comparable

Claude 2.1: —, GPT-5 Nano: 31.3 (#275)

Long Context benchmarks
BenchmarkClaude 2.1GPT-5 Nano
Fiction.LiveBench—44.4%
LMArena Longer Query—1313

Writing & Preference Not comparable

Claude 2.1: —, GPT-5 Nano: 39.4 (#244)

Writing & Preference benchmarks
BenchmarkClaude 2.1GPT-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 Claude 2.1 better than GPT-5 Nano?

GPT-5 Nano is the stronger model overall, scoring 33.4 to 24.9 on the Noometry Index.

Is Claude 2.1 or GPT-5 Nano better for coding?

GPT-5 Nano scores higher on coding benchmarks: 33.3 versus 25.8 in the Noometry coding category.

How many benchmarks do Claude 2.1 and GPT-5 Nano share?

6 benchmarks have published results for both models. Claude 2.1 has 7 scored results on Noometry and GPT-5 Nano has 48.

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