Model comparison

Granite 4.2 8B vs o4-mini

o4-mini is the stronger model overall, scoring 41.6 to 40.5 on the Noometry Index. Granite 4.2 8B costs 18× less per token, which makes it the better buy when o4-mini's lead doesn't matter for your workload.

Last verified . 11 shared benchmarks.

Granite 4.2 8B IBM

40.5

Rank #148 Confirmed

o4-mini OpenAI

41.6

Rank #132 Confirmed

Summary

  • They share 11 benchmarks with published results for both. Granite 4.2 8B scores higher in 1 category and o4-mini in 6 categories; 6 gaps are clear of the uncertainty.
  • The widest gap is in instruction following, where o4-mini leads 75.2 to 68.7.
  • Granite 4.2 8B is cheaper at $0.06 / $0.25 per million input/output tokens, against $1.10 / $4.40 for o4-mini.
  • o4-mini accepts more context: 200K tokens versus 131K.
  • Granite 4.2 8B has downloadable open weights; the other is API-only.

Side by side

Granite 4.2 8B and o4-mini specifications
Granite 4.2 8Bo4-mini
ProviderIBMOpenAI
Noometry Index40.541.6
Released—2025-04-16
WeightsOpenProprietary
Context window131K200K
Max output118K100K
Input $ / M tokens$0.06$1.10
Output $ / M tokens$0.25$4.40
Results tracked1160

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Category by category

Coding Too close to call

Granite 4.2 8B: 40.5 (#137), o4-mini: 40.9 (#127)

Coding benchmarks
BenchmarkGranite 4.2 8Bo4-mini
LMArena Coding13801368
SWE-bench Verified (bash only)—45%
Aider Polyglot—72%
GSO—3.6%
WeirdML—52.6%
CadEval—62%
ALE-Bench—826.17
AlgoTune—1.72

Agentic & Tool Use Not comparable

Granite 4.2 8B: —, o4-mini: 32.6 (#61)

Agentic & Tool Use benchmarks
BenchmarkGranite 4.2 8Bo4-mini
Berkeley Function Calling Leaderboard—53.2%
GDPval—25.3%
METR Time Horizons—63.9%

Reasoning Granite 4.2 8B leads

Granite 4.2 8B: 26.6 (#131), o4-mini: 24.6 (#162)

Reasoning benchmarks
BenchmarkGranite 4.2 8Bo4-mini
LMArena Hard Prompts13291351
ARC-AGI-2—6.1%
SimpleBench—38.7%
Kagi LLM Benchmark—67.6%
ARC-AGI-1—58.7%
CritPt—0.6%
Chess Puzzles—26%
EnigmaEval—9.2%
Mystery Game Puzzles—5%
DTBench—77.6%
LMCA—26.5%
Epoch Capabilities Index—145.64
ForecastBench—61.8

Math Not comparable

Granite 4.2 8B: —, o4-mini: 40.8 (#89)

Math benchmarks
BenchmarkGranite 4.2 8Bo4-mini
FrontierMath (Tiers 1-3)—36.1%
FrontierMath Tier 4—4.9%
OTIS Mock AIME 2024-2025—81.7%
Omni-MATH—72%
LMArena Math—1389
MATH Level 5—97.8%
FrontierMath (Feb 2025 set)—24.8%
FrontierMath Tier 4 (v1)—6.3%

Knowledge o4-mini leads

Granite 4.2 8B: 38.4 (#145), o4-mini: 43.6 (#91)

Knowledge benchmarks
BenchmarkGranite 4.2 8Bo4-mini
LMArena Expert13841343
GPQA Diamond—79.6%
Humanity's Last Exam—18.1%
SimpleQA Verified—19.6%
MMLU-Pro—82%
Confabulations—15.8%
Vectara Hallucination Rate—18.6%
GPQA (HELM)—73.5%

Multimodal Not comparable

Granite 4.2 8B: —, o4-mini: 40.2 (#49)

Multimodal benchmarks
BenchmarkGranite 4.2 8Bo4-mini
LMArena Vision—1194
GeoBench—64%
VPCT—57.5%

Multilingual o4-mini leads

Granite 4.2 8B: 44.5 (#178), o4-mini: 47.0 (#154)

Multilingual benchmarks
BenchmarkGranite 4.2 8Bo4-mini
LMArena Non-English13021337
LMArena Chinese13661354
LMArena Russian12851334
LMArena French—1364
LMArena German—1336
LMArena Japanese—1308
LMArena Korean—1312
LMArena Spanish—1347

Instruction Following o4-mini leads

Granite 4.2 8B: 68.7 (#184), o4-mini: 75.2 (#68)

Instruction Following benchmarks
BenchmarkGranite 4.2 8Bo4-mini
LMArena Instruction Following13011321
IFEval—92.8%

Long Context o4-mini leads

Granite 4.2 8B: 40.3 (#159), o4-mini: 45.5 (#33)

Long Context benchmarks
BenchmarkGranite 4.2 8Bo4-mini
LMArena Longer Query13241315
Fiction.LiveBench—77.8%

Writing & Preference o4-mini leads

Granite 4.2 8B: 49.6 (#189), o4-mini: 54.0 (#152)

Writing & Preference benchmarks
BenchmarkGranite 4.2 8Bo4-mini
LMArena Text13201353
LMArena Creative Writing12361294
LMArena Multi-Turn13011350
Short-Story Creative Writing—75%
WildBench—85.4%

Frequently asked questions

Is Granite 4.2 8B better than o4-mini?

o4-mini is the stronger model overall, scoring 41.6 to 40.5 on the Noometry Index. Granite 4.2 8B costs 18× less per token, which makes it the better buy when o4-mini's lead doesn't matter for your workload.

Which is cheaper, Granite 4.2 8B or o4-mini?

Granite 4.2 8B is cheaper. It lists at $0.06 per million input tokens and $0.25 per million output tokens; o4-mini lists at $1.10 and $4.40.

Is Granite 4.2 8B or o4-mini better for coding?

They score almost the same on coding (40.5 vs 40.9); test both on your own repository before choosing.

Which has the bigger context window?

o4-mini does, with 200K tokens against 131K.

How many benchmarks do Granite 4.2 8B and o4-mini share?

11 benchmarks have published results for both models. Granite 4.2 8B has 11 scored results on Noometry and o4-mini has 60.

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