Model comparison

Claude 3 Opus vs Inkling-Small

Inkling-Small is the stronger model overall, scoring 46.5 to 29.5 on the Noometry Index.

Last verified . 23 shared benchmarks.

Claude 3 Opus Anthropic

29.5

Rank #310 Confirmed

Inkling-Small Thinking Machines Lab

46.5

Rank #63 Confirmed

Summary

  • They share 23 benchmarks with published results for both. Claude 3 Opus scores higher in 0 categories and Inkling-Small in 9 categories; 9 gaps are clear of the uncertainty.
  • The widest gap is in math, where Inkling-Small leads 45.1 to 14.8.
  • The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 4.7% for Claude 3 Opus and 90% for Inkling-Small.
  • Inkling-Small has downloadable open weights; the other is API-only.

Side by side

Claude 3 Opus and Inkling-Small specifications
Claude 3 OpusInkling-Small
ProviderAnthropicThinking Machines Lab
Noometry Index29.546.5
Released2024-02-292026-07-15
WeightsProprietaryOpen
Context window—524K
Max output—1.05M
Input $ / M tokens—$0.45
Output $ / M tokens—$1.20
Results tracked4633

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Category by category

Coding Inkling-Small leads

Claude 3 Opus: 32.9 (#267), Inkling-Small: 43.6 (#85)

Coding benchmarks
BenchmarkClaude 3 OpusInkling-Small
LMArena Coding12641451
LMArena WebDev—1409
SciCode—48.7%
WeirdML19.2%—
BigCodeBench Instruct45.5%—
LiveBench Coding38.6%—
BigCodeBench Complete57.4%—
HumanEval+77.4%—
MBPP+73.3%—

Agentic & Tool Use Not comparable

Claude 3 Opus: 24.6 (#116), Inkling-Small: —

Agentic & Tool Use benchmarks
BenchmarkClaude 3 OpusInkling-Small
Cybench10%—
METR Time Horizons29.5%—

Reasoning Inkling-Small leads

Claude 3 Opus: 14.6 (#324), Inkling-Small: 38.6 (#63)

Reasoning benchmarks
BenchmarkClaude 3 OpusInkling-Small
Chess Puzzles5%18%
LMArena Hard Prompts12451423
Epoch Capabilities Index126.91150.15
ARC-AGI-2—40.1%
SimpleBench23.5%—
ARC-AGI-1—84%
CritPt—8.3%
EnigmaEval0.8%—
LiveBench Reasoning40.6%—
Mystery Game Puzzles—6%
DTBench61.6%—
LiveBench Data Analysis57.9%—
LMCA17%—
ForecastBench58.4—
LiveBench49.2%—
WinoGrande88.5%—

Math Inkling-Small leads

Claude 3 Opus: 14.8 (#299), Inkling-Small: 45.1 (#77)

Math benchmarks
BenchmarkClaude 3 OpusInkling-Small
OTIS Mock AIME 2024-20254.7%90%
LMArena Math12731459
FrontierMath (Tiers 1-3)—46.3%
FrontierMath Tier 4—17.1%
ProofBench—6%
LiveBench Math43.6%—
MATH Level 537.5%—

Knowledge Inkling-Small leads

Claude 3 Opus: 24.5 (#267), Inkling-Small: 48.2 (#77)

Knowledge benchmarks
BenchmarkClaude 3 OpusInkling-Small
GPQA Diamond47.2%88.5%
SimpleQA Verified12.6%19.1%
LMArena Expert12231442
Confabulations22.7%—
MMLU84.6%—

Multimodal Inkling-Small leads

Claude 3 Opus: 27.1 (#116), Inkling-Small: 39.1 (#62)

Multimodal benchmarks
BenchmarkClaude 3 OpusInkling-Small
LMArena Vision10231235

Multilingual Inkling-Small leads

Claude 3 Opus: 41.4 (#207), Inkling-Small: 51.7 (#104)

Multilingual benchmarks
BenchmarkClaude 3 OpusInkling-Small
LMArena Non-English12581402
LMArena Chinese12481465
LMArena French12751436
LMArena German12581405
LMArena Japanese12041405
LMArena Korean11871363
LMArena Russian12801391
LMArena Spanish12461428

Instruction Following Inkling-Small leads

Claude 3 Opus: 64.1 (#228), Inkling-Small: 73.8 (#114)

Instruction Following benchmarks
BenchmarkClaude 3 OpusInkling-Small
LMArena Instruction Following12481399
LiveBench Instruction Following63.9%—

Long Context Inkling-Small leads

Claude 3 Opus: 38.2 (#202), Inkling-Small: 42.7 (#118)

Long Context benchmarks
BenchmarkClaude 3 OpusInkling-Small
LMArena Longer Query12591401

Writing & Preference Inkling-Small leads

Claude 3 Opus: 47.2 (#213), Inkling-Small: 59.6 (#107)

Writing & Preference benchmarks
BenchmarkClaude 3 OpusInkling-Small
LMArena Text12621414
LMArena Creative Writing12351331
LMArena Multi-Turn12751418
EQ-Bench Creative Writing—1491
LiveBench Language50.4%—

Frequently asked questions

Is Claude 3 Opus better than Inkling-Small?

Inkling-Small is the stronger model overall, scoring 46.5 to 29.5 on the Noometry Index.

Is Claude 3 Opus or Inkling-Small better for coding?

Inkling-Small scores higher on coding benchmarks: 43.6 versus 32.9 in the Noometry coding category.

How many benchmarks do Claude 3 Opus and Inkling-Small share?

23 benchmarks have published results for both models. Claude 3 Opus has 46 scored results on Noometry and Inkling-Small has 33.

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