Model comparison

Claude Haiku 5.5 vs GPT-5.3 Codex

Claude Haiku 5.5 is the stronger model overall, scoring 49.5 to 45.8 on the Noometry Index.

Last verified . 1 shared benchmarks.

Claude Haiku 5.5 Anthropic

49.5

Rank #52 Confirmed

GPT-5.3 Codex OpenAI

45.8

Rank #69 Reported

Summary

  • They share 1 benchmark with published results for both. Claude Haiku 5.5 scores higher in 1 category and GPT-5.3 Codex in 0 categories, but none of those gaps is larger than the uncertainty.
  • Claude Haiku 5.5 is cheaper at $0.10 / $0.50 per million input/output tokens, against $1.75 / $14 for GPT-5.3 Codex.
  • Claude Haiku 5.5 accepts more context: 1M tokens versus 400K.

Side by side

Claude Haiku 5.5 and GPT-5.3 Codex specifications
Claude Haiku 5.5GPT-5.3 Codex
ProviderAnthropicOpenAI
Noometry Index49.545.8
Released2026-10-072026-02-05
WeightsProprietaryProprietary
Context window1M400K
Max output128K128K
Input $ / M tokens$0.10$1.75
Output $ / M tokens$0.50$14
Results tracked98

Sponsored placements are available on pages like this one. Advertise on Noometry

Category by category

Coding Too close to call

Claude Haiku 5.5: 49.2 (#50), GPT-5.3 Codex: 48.6 (#56)

Coding benchmarks
BenchmarkClaude Haiku 5.5GPT-5.3 Codex
LMArena WebDev15871409
SWE-bench Verified—74.8%
WeirdML—79.3%
ALE-Bench—1,655

Agentic & Tool Use Not comparable

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

Agentic & Tool Use benchmarks
BenchmarkClaude Haiku 5.5GPT-5.3 Codex
Terminal-Bench—78.4%
METR Time Horizons—74.5%
Vending-Bench 2—5,940

Reasoning Not comparable

Claude Haiku 5.5: 35.2 (#69), GPT-5.3 Codex: —

Reasoning benchmarks
BenchmarkClaude Haiku 5.5GPT-5.3 Codex
NYT Connections (extended)65.7%—
Mystery Game Puzzles30%—
Epoch Capabilities Index—156.77

Math Not comparable

Claude Haiku 5.5: 73.6 (#18), GPT-5.3 Codex: —

Math benchmarks
BenchmarkClaude Haiku 5.5GPT-5.3 Codex
FrontierMath (Tiers 1-3)75.1%—
FrontierMath Tier 446.3%—
OTIS Mock AIME 2024-202598.9%—

Knowledge Not comparable

Claude Haiku 5.5: 50.8 (#70), GPT-5.3 Codex: —

Knowledge benchmarks
BenchmarkClaude Haiku 5.5GPT-5.3 Codex
GPQA Diamond89.6%—
SimpleQA Verified23.8%—

Multimodal Not comparable

Claude Haiku 5.5: 43.7 (#21), GPT-5.3 Codex: —

Multimodal benchmarks
BenchmarkClaude Haiku 5.5GPT-5.3 Codex
Furniture Assembly47.5%—

Frequently asked questions

Is Claude Haiku 5.5 better than GPT-5.3 Codex?

Claude Haiku 5.5 is the stronger model overall, scoring 49.5 to 45.8 on the Noometry Index.

Which is cheaper, Claude Haiku 5.5 or GPT-5.3 Codex?

Claude Haiku 5.5 is cheaper. It lists at $0.10 per million input tokens and $0.50 per million output tokens; GPT-5.3 Codex lists at $1.75 and $14.

Is Claude Haiku 5.5 or GPT-5.3 Codex better for coding?

They score almost the same on coding (49.2 vs 48.6); test both on your own repository before choosing.

Which has the bigger context window?

Claude Haiku 5.5 does, with 1M tokens against 400K.

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

1 benchmark has published results for both models. Claude Haiku 5.5 has 9 scored results on Noometry and GPT-5.3 Codex has 8.

Related comparisons

Go deeper