Model comparison

GPT-6.1 Sol vs Longcat Flash Chat

Longcat Flash Chat has enough public results to be ranked (#121); GPT-6.1 Sol does not yet, so treat this comparison as directional.

Last verified . 0 shared benchmarks.

GPT-6.1 Sol OpenAI

42.1

Unranked Sparse

Longcat Flash Chat Meituan

41.5

Rank #121 Confirmed

Summary

  • The widest gap is in coding, where GPT-6.1 Sol leads 51.4 to 42.9.
  • Longcat Flash Chat has downloadable open weights; the other is API-only.

Side by side

GPT-6.1 Sol and Longcat Flash Chat specifications
GPT-6.1 SolLongcat Flash Chat
ProviderOpenAIMeituan
Noometry Index42.141.5
Released2026-09-29—
WeightsProprietaryOpen
Context window1.05M—
Max output128K—
Input $ / M tokens$2—
Output $ / M tokens$10—
Results tracked219

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Category by category

Coding GPT-6.1 Sol leads

GPT-6.1 Sol: 51.4, Longcat Flash Chat: 42.9 (#85)

Coding benchmarks
BenchmarkGPT-6.1 SolLongcat Flash Chat
DeepSWE75.2%—
LMArena Coding—1471

Agentic & Tool Use Not comparable

GPT-6.1 Sol: 34.3, Longcat Flash Chat: —

Agentic & Tool Use benchmarks
BenchmarkGPT-6.1 SolLongcat Flash Chat
GDP.pdf32%—

Reasoning Not comparable

GPT-6.1 Sol: —, Longcat Flash Chat: 18.3 (#267)

Reasoning benchmarks
BenchmarkGPT-6.1 SolLongcat Flash Chat
Kagi LLM Benchmark—43.9%
NYT Connections (extended)—17.7%
LMArena Hard Prompts—1440

Math Not comparable

GPT-6.1 Sol: —, Longcat Flash Chat: 36.6 (#107)

Math benchmarks
BenchmarkGPT-6.1 SolLongcat Flash Chat
LMArena Math—1441

Knowledge Not comparable

GPT-6.1 Sol: —, Longcat Flash Chat: 40.0 (#111)

Knowledge benchmarks
BenchmarkGPT-6.1 SolLongcat Flash Chat
LMArena Expert—1454

Multilingual Not comparable

GPT-6.1 Sol: —, Longcat Flash Chat: 52.1 (#95)

Multilingual benchmarks
BenchmarkGPT-6.1 SolLongcat Flash Chat
LMArena Non-English—1404
LMArena Chinese—1465
LMArena French—1457
LMArena German—1409
LMArena Japanese—1373
LMArena Korean—1372
LMArena Russian—1396
LMArena Spanish—1445

Instruction Following Not comparable

GPT-6.1 Sol: —, Longcat Flash Chat: 74.6 (#92)

Instruction Following benchmarks
BenchmarkGPT-6.1 SolLongcat Flash Chat
LMArena Instruction Following—1411

Long Context Not comparable

GPT-6.1 Sol: —, Longcat Flash Chat: 43.5 (#89)

Long Context benchmarks
BenchmarkGPT-6.1 SolLongcat Flash Chat
LMArena Longer Query—1425

Writing & Preference Not comparable

GPT-6.1 Sol: —, Longcat Flash Chat: 61.2 (#88)

Writing & Preference benchmarks
BenchmarkGPT-6.1 SolLongcat Flash Chat
LMArena Text—1427
LMArena Creative Writing—1388
LMArena Multi-Turn—1418

Frequently asked questions

Is GPT-6.1 Sol better than Longcat Flash Chat?

Longcat Flash Chat has enough public results to be ranked (#121); GPT-6.1 Sol does not yet, so treat this comparison as directional.

Is GPT-6.1 Sol or Longcat Flash Chat better for coding?

GPT-6.1 Sol scores higher on coding benchmarks: 51.4 versus 42.9 in the Noometry coding category.

How many benchmarks do GPT-6.1 Sol and Longcat Flash Chat share?

0 benchmarks have published results for both models. GPT-6.1 Sol has 2 scored results on Noometry and Longcat Flash Chat has 19.

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