Model comparison

Grok 4.1 Fast vs Inkling-Small

Inkling-Small is the stronger model overall, scoring 46.5 to 40.9 on the Noometry Index. Grok 4.1 Fast costs 2.3× less per token, which makes it the better buy when Inkling-Small's lead doesn't matter for your workload.

Last verified . 21 shared benchmarks.

Grok 4.1 Fast xAI

40.9

Rank #131 Confirmed

Inkling-Small Thinking Machines Lab

46.5

Rank #57 Confirmed

Summary

  • They share 21 benchmarks with published results for both. Grok 4.1 Fast scores higher in 1 category and Inkling-Small in 8 categories; 7 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where Inkling-Small leads 48.3 to 32.6.
  • Grok 4.1 Fast is cheaper at $0.20 / $0.50 per million input/output tokens, against $0.45 / $1.20 for Inkling-Small.
  • Inkling-Small accepts more context: 524K tokens versus 128K.
  • Inkling-Small has downloadable open weights; the other is API-only.

Side by side

Grok 4.1 Fast and Inkling-Small specifications
Grok 4.1 FastInkling-Small
ProviderxAIThinking Machines Lab
Noometry Index40.946.5
Released2025-06-272026-07-15
WeightsProprietaryOpen
Context window128K524K
Max output30K1.05M
Input $ / M tokens$0.20$0.45
Output $ / M tokens$0.50$1.20
Results tracked3233

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Category by category

Coding Inkling-Small leads

Grok 4.1 Fast: 33.8 (#236), Inkling-Small: 43.3 (#80)

Coding benchmarks
BenchmarkGrok 4.1 FastInkling-Small
LMArena WebDev12411408
LMArena Coding14111451
SciCode—48.7%
ALE-Bench394.93—

Agentic & Tool Use Not comparable

Grok 4.1 Fast: 36.1 (#35), Inkling-Small: —

Agentic & Tool Use benchmarks
BenchmarkGrok 4.1 FastInkling-Small
Berkeley Function Calling Leaderboard69.6%—
τ²-bench Banking13.1%—
LMArena Search1171—
Vending-Bench 21,107—

Reasoning Grok 4.1 Fast leads

Grok 4.1 Fast: 42.3 (#45), Inkling-Small: 39.0 (#53)

Reasoning benchmarks
BenchmarkGrok 4.1 FastInkling-Small
LMArena Hard Prompts14071424
ARC-AGI-2—40.1%
SimpleBench56%—
NYT Connections (extended)87.4%—
ARC-AGI-1—84%
CritPt—8.3%
Chess Puzzles—18%
Mystery Game Puzzles—6%
DTBench87.7%—
Epoch Capabilities Index—150.13
ForecastBench61—

Math Inkling-Small leads

Grok 4.1 Fast: 30.9 (#201), Inkling-Small: 44.9 (#65)

Math benchmarks
BenchmarkGrok 4.1 FastInkling-Small
ProofBench4%6%
LMArena Math14081453
FrontierMath (Tiers 1-3)—46.3%
FrontierMath Tier 4—17.1%
MathArena Final-Answer Competitions60.9%—
OTIS Mock AIME 2024-2025—90%

Knowledge Inkling-Small leads

Grok 4.1 Fast: 32.6 (#203), Inkling-Small: 48.3 (#71)

Knowledge benchmarks
BenchmarkGrok 4.1 FastInkling-Small
LMArena Expert13981442
GPQA Diamond—88.5%
SimpleQA Verified—19.1%
Vectara Hallucination Rate17.8%—

Multimodal Inkling-Small leads

Grok 4.1 Fast: 36.3 (#71), Inkling-Small: 38.4 (#59)

Multimodal benchmarks
BenchmarkGrok 4.1 FastInkling-Small
LMArena Vision12011235

Multilingual Too close to call

Grok 4.1 Fast: 51.1 (#110), Inkling-Small: 51.7 (#102)

Multilingual benchmarks
BenchmarkGrok 4.1 FastInkling-Small
LMArena Non-English13911400
LMArena Chinese14411458
LMArena French14161438
LMArena German14041412
LMArena Japanese13471399
LMArena Korean13611355
LMArena Russian13871392
LMArena Spanish14111426

Instruction Following Inkling-Small leads

Grok 4.1 Fast: 72.8 (#127), Inkling-Small: 73.9 (#112)

Instruction Following benchmarks
BenchmarkGrok 4.1 FastInkling-Small
LMArena Instruction Following13761397

Long Context Too close to call

Grok 4.1 Fast: 42.4 (#121), Inkling-Small: 42.7 (#113)

Long Context benchmarks
BenchmarkGrok 4.1 FastInkling-Small
LMArena Longer Query13901401

Writing & Preference Inkling-Small leads

Grok 4.1 Fast: 57.4 (#126), Inkling-Small: 59.8 (#102)

Writing & Preference benchmarks
BenchmarkGrok 4.1 FastInkling-Small
LMArena Text14081413
LMArena Creative Writing13941330
EQ-Bench Creative Writing13271491
LMArena Multi-Turn13891420

Frequently asked questions

Is Grok 4.1 Fast better than Inkling-Small?

Inkling-Small is the stronger model overall, scoring 46.5 to 40.9 on the Noometry Index. Grok 4.1 Fast costs 2.3× less per token, which makes it the better buy when Inkling-Small's lead doesn't matter for your workload.

Which is cheaper, Grok 4.1 Fast or Inkling-Small?

Grok 4.1 Fast is cheaper. It lists at $0.20 per million input tokens and $0.50 per million output tokens; Inkling-Small lists at $0.45 and $1.20.

Is Grok 4.1 Fast or Inkling-Small better for coding?

Inkling-Small scores higher on coding benchmarks: 43.3 versus 33.8 in the Noometry coding category.

Which has the bigger context window?

Inkling-Small does, with 524K tokens against 128K.

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

21 benchmarks have published results for both models. Grok 4.1 Fast has 32 scored results on Noometry and Inkling-Small has 33.

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