Model comparison

Granite 4.0 Micro vs Inkling

Inkling is the stronger model overall, scoring 44.1 to 29.0 on the Noometry Index. Granite 4.0 Micro costs 63× less per token, which makes it the better buy when Inkling's lead doesn't matter for your workload.

Last verified . 3 shared benchmarks.

Granite 4.0 Micro IBM

29.0

Rank #318 Confirmed

Inkling Thinking Machines Lab

44.1

Rank #80 Confirmed

Summary

  • They share 3 benchmarks with published results for both. Granite 4.0 Micro scores higher in 0 categories and Inkling in 5 categories; 5 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where Inkling leads 55.1 to 9.9.
  • The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 2.8% for Granite 4.0 Micro and 88.9% for Inkling.
  • Granite 4.0 Micro is cheaper at $0.017 / $0.11 per million input/output tokens, against $1.87 / $4.68 for Inkling.
  • Granite 4.0 Micro accepts more context: 131K tokens versus 66K.

Side by side

Granite 4.0 Micro and Inkling specifications
Granite 4.0 MicroInkling
ProviderIBMThinking Machines Lab
Noometry Index29.044.1
Released2025-10-022026-07-15
WeightsOpenOpen
Context window131K66K
Max output118K66K
Input $ / M tokens$0.017$1.87
Output $ / M tokens$0.11$4.68
Results tracked841

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

Category by category

Coding Not comparable

Granite 4.0 Micro: —, Inkling: 34.5 (#234)

Coding benchmarks
BenchmarkGranite 4.0 MicroInkling
FrontierCode—14%
LMArena WebDev—1413
FrontierSWE—4.1%
SciCode—47%
WeirdML—32.3%
LMArena Coding—1464
ALE-Bench—946

Agentic & Tool Use Not comparable

Granite 4.0 Micro: —, Inkling: 29.6 (#85)

Agentic & Tool Use benchmarks
BenchmarkGranite 4.0 MicroInkling
APEX-Agents—33.8%
τ²-bench Banking—25%

Reasoning Inkling leads

Granite 4.0 Micro: 19.2 (#265), Inkling: 40.4 (#56)

Reasoning benchmarks
BenchmarkGranite 4.0 MicroInkling
Chess Puzzles0%21%
ARC-AGI-2—36.5%
SimpleBench—50%
ARC-AGI-1—79.5%
CritPt—5.4%
LMArena Hard Prompts—1451
DTBench—87.5%
LMCA—37.6%
Epoch Capabilities Index—148.54

Math Inkling leads

Granite 4.0 Micro: 12.0 (#307), Inkling: 31.3 (#225)

Math benchmarks
BenchmarkGranite 4.0 MicroInkling
OTIS Mock AIME 2024-20252.8%88.9%
FrontierMath (Tiers 1-3)—33.3%
FrontierMath Tier 4—4.9%
ProofBench—0%
Omni-MATH20.9%—
LMArena Math—1479

Knowledge Inkling leads

Granite 4.0 Micro: 9.9 (#304), Inkling: 55.1 (#49)

Knowledge benchmarks
BenchmarkGranite 4.0 MicroInkling
GPQA Diamond28.3%88.3%
SimpleQA Verified—40.3%
MMLU-Pro39.5%—
GPQA (HELM)30.7%—
LMArena Expert—1465

Multilingual Not comparable

Granite 4.0 Micro: —, Inkling: 54.0 (#52)

Multilingual benchmarks
BenchmarkGranite 4.0 MicroInkling
LMArena Non-English—1434
LMArena Chinese—1490
LMArena French—1458
LMArena German—1446
LMArena Japanese—1429
LMArena Korean—1404
LMArena Russian—1429
LMArena Spanish—1448

Instruction Following Inkling leads

Granite 4.0 Micro: 69.9 (#169), Inkling: 75.1 (#71)

Instruction Following benchmarks
BenchmarkGranite 4.0 MicroInkling
IFEval84.9%—
LMArena Instruction Following—1426

Long Context Not comparable

Granite 4.0 Micro: —, Inkling: 43.8 (#86)

Long Context benchmarks
BenchmarkGranite 4.0 MicroInkling
LMArena Longer Query—1434

Writing & Preference Inkling leads

Granite 4.0 Micro: 46.7 (#216), Inkling: 65.2 (#51)

Writing & Preference benchmarks
BenchmarkGranite 4.0 MicroInkling
LMArena Text—1441
LMArena Creative Writing—1387
EQ-Bench Creative Writing—1611
WildBench67%—
EQ-Bench 4—1226
LMArena Multi-Turn—1436

Frequently asked questions

Is Granite 4.0 Micro better than Inkling?

Inkling is the stronger model overall, scoring 44.1 to 29.0 on the Noometry Index. Granite 4.0 Micro costs 63× less per token, which makes it the better buy when Inkling's lead doesn't matter for your workload.

Which is cheaper, Granite 4.0 Micro or Inkling?

Granite 4.0 Micro is cheaper. It lists at $0.017 per million input tokens and $0.11 per million output tokens; Inkling lists at $1.87 and $4.68.

Which has the bigger context window?

Granite 4.0 Micro does, with 131K tokens against 66K.

How many benchmarks do Granite 4.0 Micro and Inkling share?

3 benchmarks have published results for both models. Granite 4.0 Micro has 8 scored results on Noometry and Inkling has 41.

Related comparisons

Go deeper