Model comparison

o1 vs Qwen3.8 27B

Qwen3.8 27B is the stronger model overall, scoring 46.0 to 40.9 on the Noometry Index.

Last verified . 22 shared benchmarks.

o1 OpenAI

40.9

Rank #143 Confirmed

Qwen3.8 27B Alibaba (Qwen)

46.0

Rank #68 Confirmed

Summary

  • They share 22 benchmarks with published results for both. o1 scores higher in 1 category and Qwen3.8 27B in 9 categories; 7 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Qwen3.8 27B leads 41.0 to 27.9.
  • The biggest single-benchmark swing is ARC-AGI-1: 30.7% for o1 and 87.5% for Qwen3.8 27B.
  • Qwen3.8 27B is cheaper at $0.04 / $2.30 per million input/output tokens, against $15 / $60 for o1.
  • Qwen3.8 27B accepts more context: 262K tokens versus 200K.
  • Qwen3.8 27B has downloadable open weights; the other is API-only.

Side by side

o1 and Qwen3.8 27B specifications
o1Qwen3.8 27B
ProviderOpenAIAlibaba (Qwen)
Noometry Index40.946.0
Released2024-09-122026-08-14
WeightsProprietaryOpen
Context window200K262K
Max output100K33K
Input $ / M tokens$15$0.04
Output $ / M tokens$60$2.30
Results tracked5231

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Category by category

Coding Qwen3.8 27B leads

o1: 46.1 (#70), Qwen3.8 27B: 50.5 (#44)

Coding benchmarks
Benchmarko1Qwen3.8 27B
LMArena Coding13671482
Aider Polyglot61.7%—
LMArena WebDev—1593
SciCode—46.6%
WeirdML47.6%—
LiveBench Coding69.7%—
CadEval56%—
HumanEval+89%—
MBPP+80.2%—

Agentic & Tool Use Qwen3.8 27B leads

o1: 24.6 (#117), Qwen3.8 27B: 32.9 (#57)

Agentic & Tool Use benchmarks
Benchmarko1Qwen3.8 27B
APEX-Agents—47.5%
Cybench10%—
METR Time Horizons51.1%—

Reasoning Qwen3.8 27B leads

o1: 27.9 (#111), Qwen3.8 27B: 41.0 (#54)

Reasoning benchmarks
Benchmarko1Qwen3.8 27B
ARC-AGI-130.7%87.5%
LMArena Hard Prompts13711460
DTBench74.7%88%
LMCA22.3%41.4%
Epoch Capabilities Index141.91149.38
ARC-AGI-2—42.4%
SimpleBench41.7%—
NYT Connections (extended)—54.5%
CritPt—5.4%
Chess Puzzles15%—
EnigmaEval5.7%—
LiveBench Reasoning91.6%—
LiveBench Data Analysis65.5%—
Surface Evolver Bench—45%
LiveBench75.7%—

Math Too close to call

o1: 36.1 (#175), Qwen3.8 27B: 37.1 (#161)

Math benchmarks
Benchmarko1Qwen3.8 27B
LMArena Math13881456
FrontierMath (Tiers 1-3)14.7%—
OTIS Mock AIME 2024-202573.3%—
ProofBench—16%
LiveBench Math80.3%—
MATH Level 594.7%—
FrontierMath (Feb 2025 set)9.3%—

Knowledge Too close to call

o1: 41.5 (#110), Qwen3.8 27B: 41.6 (#109)

Knowledge benchmarks
Benchmarko1Qwen3.8 27B
LMArena Expert13611482
GPQA Diamond76.8%—
Humanity's Last Exam8%—
SimpleQA Verified41.1%—
Confabulations11.7%—

Multimodal Qwen3.8 27B leads

o1: 34.2 (#93), Qwen3.8 27B: 41.3 (#37)

Multimodal benchmarks
Benchmarko1Qwen3.8 27B
LMArena Vision11681271
GeoBench80%—
VPCT37%—
SpatialViz-Bench41.4%—

Multilingual Qwen3.8 27B leads

o1: 48.6 (#142), Qwen3.8 27B: 53.7 (#60)

Multilingual benchmarks
Benchmarko1Qwen3.8 27B
LMArena Non-English13581430
LMArena Chinese13941504
LMArena French13441465
LMArena German13371438
LMArena Japanese13461384
LMArena Korean13961393
LMArena Russian13561415
LMArena Spanish13451448

Instruction Following Too close to call

o1: 74.8 (#86), Qwen3.8 27B: 75.8 (#53)

Instruction Following benchmarks
Benchmarko1Qwen3.8 27B
LMArena Instruction Following13671439
LiveBench Instruction Following81.5%—

Long Context o1 leads

o1: 50.3 (#9), Qwen3.8 27B: 44.3 (#70)

Long Context benchmarks
Benchmarko1Qwen3.8 27B
LMArena Longer Query13781450
Fiction.LiveBench83.3%—

Writing & Preference Qwen3.8 27B leads

o1: 55.6 (#144), Qwen3.8 27B: 65.8 (#43)

Writing & Preference benchmarks
Benchmarko1Qwen3.8 27B
LMArena Text13661441
LMArena Creative Writing13481384
LMArena Multi-Turn13691441
Short-Story Creative Writing70.2%—
EQ-Bench Creative Writing—1671
LiveBench Language65.4%—

Frequently asked questions

Is o1 better than Qwen3.8 27B?

Qwen3.8 27B is the stronger model overall, scoring 46.0 to 40.9 on the Noometry Index.

Which is cheaper, o1 or Qwen3.8 27B?

Qwen3.8 27B is cheaper. It lists at $0.04 per million input tokens and $2.30 per million output tokens; o1 lists at $15 and $60.

Is o1 or Qwen3.8 27B better for coding?

Qwen3.8 27B scores higher on coding benchmarks: 50.5 versus 46.1 in the Noometry coding category.

Which has the bigger context window?

Qwen3.8 27B does, with 262K tokens against 200K.

How many benchmarks do o1 and Qwen3.8 27B share?

22 benchmarks have published results for both models. o1 has 52 scored results on Noometry and Qwen3.8 27B has 31.

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