Model comparison

Grok 4.1 vs Inkling-Small

Inkling-Small is the stronger model overall, scoring 46.5 to 41.5 on the Noometry Index.

Last verified . 18 shared benchmarks.

Grok 4.1 xAI

41.5

Rank #134 Confirmed

Inkling-Small Thinking Machines Lab

46.5

Rank #63 Confirmed

Summary

  • They share 18 benchmarks with published results for both. Grok 4.1 scores higher in 4 categories and Inkling-Small in 4 categories; 6 gaps are clear of the uncertainty.
  • The widest gap is in coding, where Inkling-Small leads 43.6 to 33.7.
  • Inkling-Small has downloadable open weights; the other is API-only.

Side by side

Grok 4.1 and Inkling-Small specifications
Grok 4.1Inkling-Small
ProviderxAIThinking Machines Lab
Noometry Index41.546.5
Released2025-11-172026-07-15
WeightsProprietaryOpen
Context window—524K
Max output—1.05M
Input $ / M tokens—$0.45
Output $ / M tokens—$1.20
Results tracked1933

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

Category by category

Coding Inkling-Small leads

Grok 4.1: 33.7 (#253), Inkling-Small: 43.6 (#85)

Coding benchmarks
BenchmarkGrok 4.1Inkling-Small
LMArena WebDev12141409
LMArena Coding14451451
SciCode—48.7%

Agentic & Tool Use Not comparable

Grok 4.1: 34.1 (#49), Inkling-Small: —

Agentic & Tool Use benchmarks
BenchmarkGrok 4.1Inkling-Small
Cybench39%—

Reasoning Inkling-Small leads

Grok 4.1: 29.5 (#91), Inkling-Small: 38.6 (#63)

Reasoning benchmarks
BenchmarkGrok 4.1Inkling-Small
LMArena Hard Prompts14351423
ARC-AGI-2—40.1%
ARC-AGI-1—84%
CritPt—8.3%
Chess Puzzles—18%
Mystery Game Puzzles—6%
Epoch Capabilities Index—150.15

Math Inkling-Small leads

Grok 4.1: 38.9 (#120), Inkling-Small: 45.1 (#77)

Math benchmarks
BenchmarkGrok 4.1Inkling-Small
LMArena Math14221459
FrontierMath (Tiers 1-3)—46.3%
FrontierMath Tier 4—17.1%
OTIS Mock AIME 2024-2025—90%
ProofBench—6%

Knowledge Inkling-Small leads

Grok 4.1: 39.5 (#133), Inkling-Small: 48.2 (#77)

Knowledge benchmarks
BenchmarkGrok 4.1Inkling-Small
LMArena Expert14171442
GPQA Diamond—88.5%
SimpleQA Verified—19.1%

Multimodal Not comparable

Grok 4.1: —, Inkling-Small: 39.1 (#62)

Multimodal benchmarks
BenchmarkGrok 4.1Inkling-Small
LMArena Vision—1235

Multilingual Grok 4.1 leads

Grok 4.1: 53.4 (#68), Inkling-Small: 51.7 (#104)

Multilingual benchmarks
BenchmarkGrok 4.1Inkling-Small
LMArena Non-English14251402
LMArena Chinese14651465
LMArena French14481436
LMArena German14461405
LMArena Japanese13971405
LMArena Korean14071363
LMArena Russian14341391
LMArena Spanish14381428

Instruction Following Too close to call

Grok 4.1: 73.8 (#111), Inkling-Small: 73.8 (#114)

Instruction Following benchmarks
BenchmarkGrok 4.1Inkling-Small
LMArena Instruction Following14001399

Long Context Too close to call

Grok 4.1: 43.2 (#100), Inkling-Small: 42.7 (#118)

Long Context benchmarks
BenchmarkGrok 4.1Inkling-Small
LMArena Longer Query14161401

Writing & Preference Grok 4.1 leads

Grok 4.1: 62.4 (#75), Inkling-Small: 59.6 (#107)

Writing & Preference benchmarks
BenchmarkGrok 4.1Inkling-Small
LMArena Text14371414
LMArena Creative Writing14111331
LMArena Multi-Turn14371418
EQ-Bench Creative Writing—1491

Frequently asked questions

Is Grok 4.1 better than Inkling-Small?

Inkling-Small is the stronger model overall, scoring 46.5 to 41.5 on the Noometry Index.

Is Grok 4.1 or Inkling-Small better for coding?

Inkling-Small scores higher on coding benchmarks: 43.6 versus 33.7 in the Noometry coding category.

How many benchmarks do Grok 4.1 and Inkling-Small share?

18 benchmarks have published results for both models. Grok 4.1 has 19 scored results on Noometry and Inkling-Small has 33.

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