Model comparison

GPT-5.3 Codex vs Granite 4.2 8B

GPT-5.3 Codex is the stronger model overall, scoring 45.5 to 40.0 on the Noometry Index. Granite 4.2 8B costs 45× less per token, which makes it the better buy when GPT-5.3 Codex's lead doesn't matter for your workload.

Last verified . 0 shared benchmarks.

GPT-5.3 Codex OpenAI

45.5

Rank #61 Reported

Granite 4.2 8B IBM

40.0

Rank #143 Confirmed

Summary

  • The widest gap is in coding, where GPT-5.3 Codex leads 48.5 to 39.9.
  • Granite 4.2 8B is cheaper at $0.06 / $0.25 per million input/output tokens, against $1.75 / $14 for GPT-5.3 Codex.
  • GPT-5.3 Codex accepts more context: 400K tokens versus 131K.
  • Granite 4.2 8B has downloadable open weights; the other is API-only.

Side by side

GPT-5.3 Codex and Granite 4.2 8B specifications
GPT-5.3 CodexGranite 4.2 8B
ProviderOpenAIIBM
Noometry Index45.540.0
Released2026-02-05—
WeightsProprietaryOpen
Context window400K131K
Max output128K118K
Input $ / M tokens$1.75$0.06
Output $ / M tokens$14$0.25
Results tracked811

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Category by category

Coding GPT-5.3 Codex leads

GPT-5.3 Codex: 48.5 (#51), Granite 4.2 8B: 39.9 (#138)

Coding benchmarks
BenchmarkGPT-5.3 CodexGranite 4.2 8B
SWE-bench Verified74.8%—
LMArena WebDev1408—
WeirdML79.3%—
LMArena Coding—1379
ALE-Bench1,655—

Agentic & Tool Use Not comparable

GPT-5.3 Codex: 47.8 (#9), Granite 4.2 8B: —

Agentic & Tool Use benchmarks
BenchmarkGPT-5.3 CodexGranite 4.2 8B
Terminal-Bench78.4%—
METR Time Horizons74.5%—
Vending-Bench 25,940—

Reasoning Not comparable

GPT-5.3 Codex: —, Granite 4.2 8B: 25.5 (#130)

Reasoning benchmarks
BenchmarkGPT-5.3 CodexGranite 4.2 8B
LMArena Hard Prompts—1327
Epoch Capabilities Index156.84—

Knowledge Not comparable

GPT-5.3 Codex: —, Granite 4.2 8B: 37.7 (#144)

Knowledge benchmarks
BenchmarkGPT-5.3 CodexGranite 4.2 8B
LMArena Expert—1380

Multilingual Not comparable

GPT-5.3 Codex: —, Granite 4.2 8B: 44.5 (#173)

Multilingual benchmarks
BenchmarkGPT-5.3 CodexGranite 4.2 8B
LMArena Non-English—1299
LMArena Chinese—1361
LMArena Russian—1283

Instruction Following Not comparable

GPT-5.3 Codex: —, Granite 4.2 8B: 68.7 (#183)

Instruction Following benchmarks
BenchmarkGPT-5.3 CodexGranite 4.2 8B
LMArena Instruction Following—1298

Long Context Not comparable

GPT-5.3 Codex: —, Granite 4.2 8B: 40.2 (#154)

Long Context benchmarks
BenchmarkGPT-5.3 CodexGranite 4.2 8B
LMArena Longer Query—1323

Writing & Preference Not comparable

GPT-5.3 Codex: —, Granite 4.2 8B: 49.8 (#183)

Writing & Preference benchmarks
BenchmarkGPT-5.3 CodexGranite 4.2 8B
LMArena Text—1319
LMArena Creative Writing—1238
LMArena Multi-Turn—1299

Frequently asked questions

Is GPT-5.3 Codex better than Granite 4.2 8B?

GPT-5.3 Codex is the stronger model overall, scoring 45.5 to 40.0 on the Noometry Index. Granite 4.2 8B costs 45× less per token, which makes it the better buy when GPT-5.3 Codex's lead doesn't matter for your workload.

Which is cheaper, GPT-5.3 Codex or Granite 4.2 8B?

Granite 4.2 8B is cheaper. It lists at $0.06 per million input tokens and $0.25 per million output tokens; GPT-5.3 Codex lists at $1.75 and $14.

Is GPT-5.3 Codex or Granite 4.2 8B better for coding?

GPT-5.3 Codex scores higher on coding benchmarks: 48.5 versus 39.9 in the Noometry coding category.

Which has the bigger context window?

GPT-5.3 Codex does, with 400K tokens against 131K.

How many benchmarks do GPT-5.3 Codex and Granite 4.2 8B share?

0 benchmarks have published results for both models. GPT-5.3 Codex has 8 scored results on Noometry and Granite 4.2 8B has 11.

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