Model comparison

Claude Opus 4.1 vs Longcat Flash Chat

Longcat Flash Chat is the stronger model overall, scoring 42.1 to 41.0 on the Noometry Index.

Last verified . 17 shared benchmarks.

Claude Opus 4.1 Anthropic

41.0

Rank #142 Confirmed

Longcat Flash Chat Meituan

42.1

Rank #120 Confirmed

Summary

  • They share 17 benchmarks with published results for both. Claude Opus 4.1 scores higher in 7 categories and Longcat Flash Chat in 1 category; 5 gaps are clear of the uncertainty.
  • The widest gap is in math, where Longcat Flash Chat leads 39.4 to 22.3.
  • Longcat Flash Chat has downloadable open weights; the other is API-only.

Side by side

Claude Opus 4.1 and Longcat Flash Chat specifications
Claude Opus 4.1Longcat Flash Chat
ProviderAnthropicMeituan
Noometry Index41.042.1
Released2025-08-05—
WeightsProprietaryOpen
Context window200K—
Max output32K—
Input $ / M tokens$15—
Output $ / M tokens$75—
Results tracked4819

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Category by category

Coding Too close to call

Claude Opus 4.1: 44.4 (#73), Longcat Flash Chat: 43.5 (#87)

Coding benchmarks
BenchmarkClaude Opus 4.1Longcat Flash Chat
LMArena Coding14791471
SWE-bench Verified73.3%—
LMArena WebDev1390—
WeirdML45.9%—
ALE-Bench674.77—
AlgoTune1.34—

Agentic & Tool Use Not comparable

Claude Opus 4.1: 35.0 (#41), Longcat Flash Chat: —

Agentic & Tool Use benchmarks
BenchmarkClaude Opus 4.1Longcat Flash Chat
Terminal-Bench38%—
GDPval43.6%—
Cybench42%—
DeepResearch Bench48.3%—
LMArena Search1148—
METR Time Horizons66.8%—

Reasoning Claude Opus 4.1 leads

Claude Opus 4.1: 32.2 (#76), Longcat Flash Chat: 19.0 (#272)

Reasoning benchmarks
BenchmarkClaude Opus 4.1Longcat Flash Chat
LMArena Hard Prompts14431440
SimpleBench60%—
Kagi LLM Benchmark—43.9%
NYT Connections (extended)—17.7%
Chess Puzzles7%—
EnigmaEval7.2%—
EBR-Bench7.9%—
Mystery Game Puzzles21%—
DTBench80%—
LMCA37.1%—
Epoch Capabilities Index144.12—
ForecastBench62—

Math Longcat Flash Chat leads

Claude Opus 4.1: 22.3 (#277), Longcat Flash Chat: 39.4 (#107)

Math benchmarks
BenchmarkClaude Opus 4.1Longcat Flash Chat
LMArena Math14311442
FrontierMath (Tiers 1-3)12.6%—
FrontierMath Tier 42.4%—
OTIS Mock AIME 2024-202568.9%—
FrontierMath (Feb 2025 set)7.2%—
FrontierMath Tier 4 (v1)4.2%—

Knowledge Claude Opus 4.1 leads

Claude Opus 4.1: 42.0 (#101), Longcat Flash Chat: 40.6 (#116)

Knowledge benchmarks
BenchmarkClaude Opus 4.1Longcat Flash Chat
LMArena Expert14391454
GPQA Diamond77.3%—
Humanity's Last Exam11.5%—
Confabulations17.1%—
Vectara Hallucination Rate11.8%—

Multimodal Not comparable

Claude Opus 4.1: 26.8 (#119), Longcat Flash Chat: —

Multimodal benchmarks
BenchmarkClaude Opus 4.1Longcat Flash Chat
VPCT35%—

Multilingual Too close to call

Claude Opus 4.1: 52.0 (#95), Longcat Flash Chat: 51.9 (#101)

Multilingual benchmarks
BenchmarkClaude Opus 4.1Longcat Flash Chat
LMArena Non-English14051404
LMArena Chinese14271465
LMArena French14311456
LMArena German14131408
LMArena Japanese13781373
LMArena Korean13801371
LMArena Russian14221395
LMArena Spanish14481445

Instruction Following Claude Opus 4.1 leads

Claude Opus 4.1: 75.6 (#58), Longcat Flash Chat: 74.4 (#96)

Instruction Following benchmarks
BenchmarkClaude Opus 4.1Longcat Flash Chat
LMArena Instruction Following14351411

Long Context Too close to call

Claude Opus 4.1: 44.5 (#63), Longcat Flash Chat: 43.5 (#93)

Long Context benchmarks
BenchmarkClaude Opus 4.1Longcat Flash Chat
LMArena Longer Query14551425

Writing & Preference Claude Opus 4.1 leads

Claude Opus 4.1: 62.4 (#74), Longcat Flash Chat: 61.0 (#91)

Writing & Preference benchmarks
BenchmarkClaude Opus 4.1Longcat Flash Chat
LMArena Text14191427
LMArena Creative Writing14121388
LMArena Multi-Turn14441418
Short-Story Creative Writing84.7%—

Frequently asked questions

Is Claude Opus 4.1 better than Longcat Flash Chat?

Longcat Flash Chat is the stronger model overall, scoring 42.1 to 41.0 on the Noometry Index.

Is Claude Opus 4.1 or Longcat Flash Chat better for coding?

They score almost the same on coding (44.4 vs 43.5); test both on your own repository before choosing.

How many benchmarks do Claude Opus 4.1 and Longcat Flash Chat share?

17 benchmarks have published results for both models. Claude Opus 4.1 has 48 scored results on Noometry and Longcat Flash Chat has 19.

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