Model comparison

Inkling-Small vs o1-pro

Inkling-Small is the stronger model overall, scoring 46.5 to 31.5 on the Noometry Index.

Last verified . 1 shared benchmarks.

Inkling-Small Thinking Machines Lab

46.5

Rank #63 Confirmed

o1-pro OpenAI

31.5

Rank #271 Reported

Summary

  • They share 1 benchmark with published results for both. Inkling-Small scores higher in 2 categories and o1-pro in 0 categories; 2 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where Inkling-Small leads 48.2 to 29.7.
  • The biggest single-benchmark swing is ARC-AGI-1: 84% for Inkling-Small and 23.3% for o1-pro.
  • Inkling-Small is cheaper at $0.45 / $1.20 per million input/output tokens, against $150 / $600 for o1-pro.
  • Inkling-Small accepts more context: 524K tokens versus 200K.
  • Inkling-Small has downloadable open weights; the other is API-only.

Side by side

Inkling-Small and o1-pro specifications
Inkling-Smallo1-pro
ProviderThinking Machines LabOpenAI
Noometry Index46.531.5
Released2026-07-152025-03-19
WeightsOpenProprietary
Context window524K200K
Max output1.05M100K
Input $ / M tokens$0.45$150
Output $ / M tokens$1.20$600
Results tracked333

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Category by category

Coding Not comparable

Inkling-Small: 43.6 (#85), o1-pro: —

Coding benchmarks
BenchmarkInkling-Smallo1-pro
LMArena WebDev1409—
SciCode48.7%—
LMArena Coding1451—

Reasoning Inkling-Small leads

Inkling-Small: 38.6 (#63), o1-pro: 20.4 (#239)

Reasoning benchmarks
BenchmarkInkling-Smallo1-pro
ARC-AGI-184%23.3%
ARC-AGI-240.1%—
CritPt8.3%—
Chess Puzzles18%—
EnigmaEval—6.1%
LMArena Hard Prompts1423—
Mystery Game Puzzles6%—
Epoch Capabilities Index150.15—

Math Not comparable

Inkling-Small: 45.1 (#77), o1-pro: —

Math benchmarks
BenchmarkInkling-Smallo1-pro
FrontierMath (Tiers 1-3)46.3%—
FrontierMath Tier 417.1%—
OTIS Mock AIME 2024-202590%—
ProofBench6%—
LMArena Math1459—

Knowledge Inkling-Small leads

Inkling-Small: 48.2 (#77), o1-pro: 29.7 (#234)

Knowledge benchmarks
BenchmarkInkling-Smallo1-pro
GPQA Diamond88.5%—
Humanity's Last Exam—8.1%
SimpleQA Verified19.1%—
LMArena Expert1442—

Multimodal Not comparable

Inkling-Small: 39.1 (#62), o1-pro: —

Multimodal benchmarks
BenchmarkInkling-Smallo1-pro
LMArena Vision1235—

Multilingual Not comparable

Inkling-Small: 51.7 (#104), o1-pro: —

Multilingual benchmarks
BenchmarkInkling-Smallo1-pro
LMArena Non-English1402—
LMArena Chinese1465—
LMArena French1436—
LMArena German1405—
LMArena Japanese1405—
LMArena Korean1363—
LMArena Russian1391—
LMArena Spanish1428—

Instruction Following Not comparable

Inkling-Small: 73.8 (#114), o1-pro: —

Instruction Following benchmarks
BenchmarkInkling-Smallo1-pro
LMArena Instruction Following1399—

Long Context Not comparable

Inkling-Small: 42.7 (#118), o1-pro: —

Long Context benchmarks
BenchmarkInkling-Smallo1-pro
LMArena Longer Query1401—

Writing & Preference Not comparable

Inkling-Small: 59.6 (#107), o1-pro: —

Writing & Preference benchmarks
BenchmarkInkling-Smallo1-pro
LMArena Text1414—
LMArena Creative Writing1331—
EQ-Bench Creative Writing1491—
LMArena Multi-Turn1418—

Frequently asked questions

Is Inkling-Small better than o1-pro?

Inkling-Small is the stronger model overall, scoring 46.5 to 31.5 on the Noometry Index.

Which is cheaper, Inkling-Small or o1-pro?

Inkling-Small is cheaper. It lists at $0.45 per million input tokens and $1.20 per million output tokens; o1-pro lists at $150 and $600.

Which has the bigger context window?

Inkling-Small does, with 524K tokens against 200K.

How many benchmarks do Inkling-Small and o1-pro share?

1 benchmark has published results for both models. Inkling-Small has 33 scored results on Noometry and o1-pro has 3.

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