Model comparison

GPT-5.3 Chat vs GPT-5.3 Codex

GPT-5.3 Codex is the stronger model overall, scoring 45.8 to 42.8 on the Noometry Index.

Last verified . 0 shared benchmarks.

GPT-5.3 Chat OpenAI

42.8

Rank #109 Confirmed

GPT-5.3 Codex OpenAI

45.8

Rank #69 Reported

Summary

  • The widest gap is in coding, where GPT-5.3 Codex leads 48.6 to 41.4.
  • Both cost about the same: $1.75 input and $14 output per million tokens.
  • GPT-5.3 Codex accepts more context: 400K tokens versus 128K.

Side by side

GPT-5.3 Chat and GPT-5.3 Codex specifications
GPT-5.3 ChatGPT-5.3 Codex
ProviderOpenAIOpenAI
Noometry Index42.845.8
Released2026-03-032026-02-05
WeightsProprietaryProprietary
Context window128K400K
Max output16K128K
Input $ / M tokens$1.75$1.75
Output $ / M tokens$14$14
Results tracked188

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Category by category

Coding GPT-5.3 Codex leads

GPT-5.3 Chat: 41.4 (#124), GPT-5.3 Codex: 48.6 (#56)

Coding benchmarks
BenchmarkGPT-5.3 ChatGPT-5.3 Codex
SWE-bench Verified—74.8%
LMArena WebDev—1409
WeirdML—79.3%
LMArena Coding1408—
ALE-Bench—1,655

Agentic & Tool Use Not comparable

GPT-5.3 Chat: —, GPT-5.3 Codex: 48.0 (#9)

Agentic & Tool Use benchmarks
BenchmarkGPT-5.3 ChatGPT-5.3 Codex
Terminal-Bench—78.4%
METR Time Horizons—74.5%
Vending-Bench 2—5,940

Reasoning Not comparable

GPT-5.3 Chat: 28.5 (#102), GPT-5.3 Codex: —

Reasoning benchmarks
BenchmarkGPT-5.3 ChatGPT-5.3 Codex
LMArena Hard Prompts1399—
Epoch Capabilities Index—156.77

Math Not comparable

GPT-5.3 Chat: 38.2 (#142), GPT-5.3 Codex: —

Math benchmarks
BenchmarkGPT-5.3 ChatGPT-5.3 Codex
LMArena Math1389—

Knowledge Not comparable

GPT-5.3 Chat: 38.8 (#140), GPT-5.3 Codex: —

Knowledge benchmarks
BenchmarkGPT-5.3 ChatGPT-5.3 Codex
LMArena Expert1397—

Multilingual Not comparable

GPT-5.3 Chat: 50.3 (#124), GPT-5.3 Codex: —

Multilingual benchmarks
BenchmarkGPT-5.3 ChatGPT-5.3 Codex
LMArena Non-English1382—
LMArena Chinese1432—
LMArena French1397—
LMArena German1384—
LMArena Japanese1352—
LMArena Korean1346—
LMArena Russian1400—
LMArena Spanish1371—

Instruction Following Not comparable

GPT-5.3 Chat: 72.8 (#129), GPT-5.3 Codex: —

Instruction Following benchmarks
BenchmarkGPT-5.3 ChatGPT-5.3 Codex
LMArena Instruction Following1378—

Long Context Not comparable

GPT-5.3 Chat: 42.6 (#120), GPT-5.3 Codex: —

Long Context benchmarks
BenchmarkGPT-5.3 ChatGPT-5.3 Codex
LMArena Longer Query1396—

Writing & Preference Not comparable

GPT-5.3 Chat: 63.1 (#68), GPT-5.3 Codex: —

Writing & Preference benchmarks
BenchmarkGPT-5.3 ChatGPT-5.3 Codex
LMArena Text1389—
LMArena Creative Writing1355—
EQ-Bench Creative Writing1690—
LMArena Multi-Turn1412—

Frequently asked questions

Is GPT-5.3 Chat better than GPT-5.3 Codex?

GPT-5.3 Codex is the stronger model overall, scoring 45.8 to 42.8 on the Noometry Index.

Which is cheaper, GPT-5.3 Chat or GPT-5.3 Codex?

GPT-5.3 Codex is cheaper. It lists at $1.75 per million input tokens and $14 per million output tokens; GPT-5.3 Chat lists at $1.75 and $14.

Is GPT-5.3 Chat or GPT-5.3 Codex better for coding?

GPT-5.3 Codex scores higher on coding benchmarks: 48.6 versus 41.4 in the Noometry coding category.

Which has the bigger context window?

GPT-5.3 Codex does, with 400K tokens against 128K.

How many benchmarks do GPT-5.3 Chat and GPT-5.3 Codex share?

0 benchmarks have published results for both models. GPT-5.3 Chat has 18 scored results on Noometry and GPT-5.3 Codex has 8.

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