Model comparison

GPT-6.1 Sol vs Qwen3.8 Max

GPT-6.1 Sol is the stronger model overall, scoring 65.6 to 56.8 on the Noometry Index.

Last verified . 30 shared benchmarks.

GPT-6.1 Sol OpenAI

65.6

Rank #6 Confirmed

Qwen3.8 Max Alibaba (Qwen)

56.8

Rank #22 Confirmed

Summary

  • They share 30 benchmarks with published results for both. GPT-6.1 Sol scores higher in 5 categories and Qwen3.8 Max in 5 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where GPT-6.1 Sol leads 81.9 to 54.4.
  • The biggest single-benchmark swing is Furniture Assembly: 80% for GPT-6.1 Sol and 20% for Qwen3.8 Max.
  • Qwen3.8 Max is cheaper at $2 / $6 per million input/output tokens, against $2 / $10 for GPT-6.1 Sol.
  • GPT-6.1 Sol accepts more context: 1.05M tokens versus 1M.

Side by side

GPT-6.1 Sol and Qwen3.8 Max specifications
GPT-6.1 SolQwen3.8 Max
ProviderOpenAIAlibaba (Qwen)
Noometry Index65.656.8
Released2026-09-292026-08-02
WeightsProprietaryProprietary
Context window1.05M1M
Max output128K131K
Input $ / M tokens$2$2
Output $ / M tokens$10$6
Results tracked3439

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Category by category

Coding GPT-6.1 Sol leads

GPT-6.1 Sol: 63.2 (#8), Qwen3.8 Max: 53.5 (#29)

Coding benchmarks
BenchmarkGPT-6.1 SolQwen3.8 Max
DeepSWE75.2%57.5%
LMArena WebDev17551674
SciCode55.8%53.2%
LMArena Coding14871502
FrontierCode50.2%—
FrontierSWE—17.8%

Agentic & Tool Use Qwen3.8 Max leads

GPT-6.1 Sol: 39.6 (#26), Qwen3.8 Max: 45.4 (#14)

Agentic & Tool Use benchmarks
BenchmarkGPT-6.1 SolQwen3.8 Max
APEX-Agents60%63.3%
GDP.pdf32%23.2%
τ²-bench Banking—55.1%

Reasoning GPT-6.1 Sol leads

GPT-6.1 Sol: 81.9 (#2), Qwen3.8 Max: 54.4 (#26)

Reasoning benchmarks
BenchmarkGPT-6.1 SolQwen3.8 Max
NYT Connections (extended)95.5%88.3%
CritPt31.7%20%
Chess Puzzles61%40%
LMArena Hard Prompts14661496
Mystery Game Puzzles80%38%
Epoch Capabilities Index166.09156.41
ARC-AGI-294.2%—
ARC-AGI-198.5%—
EBR-Bench54.3%—
DTBench—92%
LMCA—46.2%

Math GPT-6.1 Sol leads

GPT-6.1 Sol: 93.7 (#1), Qwen3.8 Max: 73.2 (#20)

Math benchmarks
BenchmarkGPT-6.1 SolQwen3.8 Max
FrontierMath (Tiers 1-3)93.7%74.7%
FrontierMath Tier 4100%46.3%
OTIS Mock AIME 2024-2025100%100%
ProofBench99%58%
LMArena Math14641499

Knowledge GPT-6.1 Sol leads

GPT-6.1 Sol: 71.8 (#4), Qwen3.8 Max: 61.7 (#27)

Knowledge benchmarks
BenchmarkGPT-6.1 SolQwen3.8 Max
GPQA Diamond95.4%92.7%
SimpleQA Verified73.9%47.3%
LMArena Expert15021507

Multimodal GPT-6.1 Sol leads

GPT-6.1 Sol: 52.7 (#5), Qwen3.8 Max: 37.2 (#75)

Multimodal benchmarks
BenchmarkGPT-6.1 SolQwen3.8 Max
LMArena Vision12881314
Furniture Assembly80%20%

Multilingual Qwen3.8 Max leads

GPT-6.1 Sol: 54.3 (#46), Qwen3.8 Max: 56.7 (#18)

Multilingual benchmarks
BenchmarkGPT-6.1 SolQwen3.8 Max
LMArena Non-English14381472
LMArena Chinese14771538
LMArena Russian14551481
LMArena French—1503
LMArena German—1483
LMArena Japanese—1467
LMArena Korean—1461
LMArena Spanish—1492

Instruction Following Too close to call

GPT-6.1 Sol: 77.0 (#29), Qwen3.8 Max: 77.6 (#17)

Instruction Following benchmarks
BenchmarkGPT-6.1 SolQwen3.8 Max
LMArena Instruction Following14681479

Long Context Too close to call

GPT-6.1 Sol: 44.9 (#54), Qwen3.8 Max: 45.6 (#31)

Long Context benchmarks
BenchmarkGPT-6.1 SolQwen3.8 Max
LMArena Longer Query14651489

Writing & Preference Qwen3.8 Max leads

GPT-6.1 Sol: 63.6 (#63), Qwen3.8 Max: 67.1 (#30)

Writing & Preference benchmarks
BenchmarkGPT-6.1 SolQwen3.8 Max
LMArena Text14471483
LMArena Creative Writing14321479
LMArena Multi-Turn14491489

Frequently asked questions

Is GPT-6.1 Sol better than Qwen3.8 Max?

GPT-6.1 Sol is the stronger model overall, scoring 65.6 to 56.8 on the Noometry Index.

Which is cheaper, GPT-6.1 Sol or Qwen3.8 Max?

Qwen3.8 Max is cheaper. It lists at $2 per million input tokens and $6 per million output tokens; GPT-6.1 Sol lists at $2 and $10.

Is GPT-6.1 Sol or Qwen3.8 Max better for coding?

GPT-6.1 Sol scores higher on coding benchmarks: 63.2 versus 53.5 in the Noometry coding category.

Which has the bigger context window?

GPT-6.1 Sol does, with 1.05M tokens against 1M.

How many benchmarks do GPT-6.1 Sol and Qwen3.8 Max share?

30 benchmarks have published results for both models. GPT-6.1 Sol has 34 scored results on Noometry and Qwen3.8 Max has 39.

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