Model comparison

GPT-5.3 Codex vs GPT-5.5 Instant

GPT-5.3 Codex is the stronger model overall, scoring 45.8 to 42.7 on the Noometry Index.

Last verified . 1 shared benchmarks.

GPT-5.3 Codex OpenAI

45.8

Rank #69 Reported

GPT-5.5 Instant OpenAI

42.7

Rank #110 Confirmed

Summary

  • They share 1 benchmark with published results for both. GPT-5.3 Codex scores higher in 1 category and GPT-5.5 Instant in 0 categories; one gap is clear of the uncertainty.
  • The widest gap is in coding, where GPT-5.3 Codex leads 48.6 to 44.3.

Side by side

GPT-5.3 Codex and GPT-5.5 Instant specifications
GPT-5.3 CodexGPT-5.5 Instant
ProviderOpenAIOpenAI
Noometry Index45.842.7
Released2026-02-052026-05-05
WeightsProprietaryProprietary
Context window400K—
Max output128K—
Input $ / M tokens$1.75—
Output $ / M tokens$14—
Results tracked827

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Category by category

Coding GPT-5.3 Codex leads

GPT-5.3 Codex: 48.6 (#56), GPT-5.5 Instant: 44.3 (#74)

Coding benchmarks
BenchmarkGPT-5.3 CodexGPT-5.5 Instant
SWE-bench Verified74.8%—
LMArena WebDev1409—
SciCode—48.6%
WeirdML79.3%—
LMArena Coding—1433
ALE-Bench1,655—

Agentic & Tool Use Not comparable

GPT-5.3 Codex: 48.0 (#9), GPT-5.5 Instant: —

Agentic & Tool Use benchmarks
BenchmarkGPT-5.3 CodexGPT-5.5 Instant
Terminal-Bench78.4%—
METR Time Horizons74.5%—
Vending-Bench 25,940—

Reasoning Not comparable

GPT-5.3 Codex: —, GPT-5.5 Instant: 24.9 (#155)

Reasoning benchmarks
BenchmarkGPT-5.3 CodexGPT-5.5 Instant
Epoch Capabilities Index156.77142.52
CritPt—0%
Chess Puzzles—12%
LMArena Hard Prompts—1426

Math Not comparable

GPT-5.3 Codex: —, GPT-5.5 Instant: 26.5 (#259)

Math benchmarks
BenchmarkGPT-5.3 CodexGPT-5.5 Instant
FrontierMath (Tiers 1-3)—26.3%
FrontierMath Tier 4—2.4%
OTIS Mock AIME 2024-2025—68.1%
LMArena Math—1420

Knowledge Not comparable

GPT-5.3 Codex: —, GPT-5.5 Instant: 48.9 (#74)

Knowledge benchmarks
BenchmarkGPT-5.3 CodexGPT-5.5 Instant
GPQA Diamond—82.5%
LMArena Expert—1409

Multimodal Not comparable

GPT-5.3 Codex: —, GPT-5.5 Instant: 40.0 (#52)

Multimodal benchmarks
BenchmarkGPT-5.3 CodexGPT-5.5 Instant
LMArena Vision—1250
LMArena Document—1403

Multilingual Not comparable

GPT-5.3 Codex: —, GPT-5.5 Instant: 52.8 (#80)

Multilingual benchmarks
BenchmarkGPT-5.3 CodexGPT-5.5 Instant
LMArena Non-English—1417
LMArena Chinese—1456
LMArena French—1428
LMArena German—1411
LMArena Japanese—1408
LMArena Korean—1392
LMArena Russian—1431
LMArena Spanish—1429

Instruction Following Not comparable

GPT-5.3 Codex: —, GPT-5.5 Instant: 74.2 (#100)

Instruction Following benchmarks
BenchmarkGPT-5.3 CodexGPT-5.5 Instant
LMArena Instruction Following—1406

Long Context Not comparable

GPT-5.3 Codex: —, GPT-5.5 Instant: 43.4 (#96)

Long Context benchmarks
BenchmarkGPT-5.3 CodexGPT-5.5 Instant
LMArena Longer Query—1422

Writing & Preference Not comparable

GPT-5.3 Codex: —, GPT-5.5 Instant: 61.8 (#85)

Writing & Preference benchmarks
BenchmarkGPT-5.3 CodexGPT-5.5 Instant
LMArena Text—1419
LMArena Creative Writing—1419
LMArena Multi-Turn—1433

Frequently asked questions

Is GPT-5.3 Codex better than GPT-5.5 Instant?

GPT-5.3 Codex is the stronger model overall, scoring 45.8 to 42.7 on the Noometry Index.

Is GPT-5.3 Codex or GPT-5.5 Instant better for coding?

GPT-5.3 Codex scores higher on coding benchmarks: 48.6 versus 44.3 in the Noometry coding category.

How many benchmarks do GPT-5.3 Codex and GPT-5.5 Instant share?

1 benchmark has published results for both models. GPT-5.3 Codex has 8 scored results on Noometry and GPT-5.5 Instant has 27.

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