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Compare / head-to-head

Claude Opus 4vsLongCat Flash Chat

Claude Opus 4 leads 2 of 2 shared benchmarks. Claude Opus 4 has the larger context window (200K tokens).

Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.

Shared benchmarks
2 – 0
Claude Opus 4 leads
Cheaper per token
list price, input + output
Larger context
Claude Opus 4
200K tokens
Provider uptime (30d)
100% · —
Anthropic · Meituan LongCat
Claude Opus 4
Anthropic · released 2025-05-22
textvision
Context
200K
Max out
32K
Input /1M
$15
Output /1M
$75
Cached /1M
$1.5
Scores
6 · 5 core
LongCat Flash Chat
Meituan LongCat · released 2025-09-01
text
Context
128K
Max out
Input /1M
Output /1M
Cached /1M
Scores
31 · 9 core
Quality

Benchmark matrix

BenchmarkClaude Opus 4LongCat Flash ChatΔEdge
Reported by both · 2
SWE-bench Verified72.5% 60.4% +12.1 ptClaude Opus 4
GPQA Diamond76.3% epoch73.23% +3.1 ptClaude Opus 4
Only Claude Opus 4 reports · 4
AIME 2024 (no extended thinking)33.9% not reported
OTIS Mock AIME 2024-2025 (Epoch AI run)64.4% epochnot reported
SWE-bench Verified (Epoch AI run)70.7% epochnot reported
Terminal-bench43.2% not reported
Only LongCat Flash Chat reports · 29
MMLUnot reported89.71%
MMLU-Pronot reported82.68%
AIME 2025not reported61.25%
LMArena Elonot reported1422.9
AceBenchnot reported76.1%
AIME 2024not reported70.42%
ArenaHard-V2not reported86.5%
BeyondAIMEnot reported43%
C-Evalnot reported90.44%
CMMLUnot reported84.34%
COLLIEnot reported57.1%
DROPnot reported79.06%
GraphWalks-128knot reported51.05%
HumanEval+not reported88.41%
IFEvalnot reported89.65%
LiveCodeBenchnot reported48.02%
MATH500not reported96.4%
MBPP+not reported79.63%
Meeseeks-zhnot reported43.03%
Safety: Criminalnot reported91.24%
Safety: Harmfulnot reported83.98%
Safety: Misinformationnot reported81.72%
Safety: Privacynot reported93.98%
Tau2-Bench (airline)not reported58%
Tau2-Bench (retail)not reported71.27%
Tau2-Bench (telecom)not reported73.68%
TerminalBenchnot reported39.51%
VitaBenchnot reported24.3%
ZebraLogicnot reported89.3%
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is Claude Opus 4 minus LongCat Flash Chat in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing

Side by side

SpecClaude Opus 4LongCat Flash ChatEdge
Context window200K tokens128K tokensClaude Opus 4
Max output32K tokens
Input price / 1M$15
Output price / 1M$75
Cached input / 1M$1.5
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$90
Modalitiestext · visiontextClaude Opus 4
Released2025-05-222025-09-01
Cited benchmark scores631
Reliability

Provider status

All providers
More matchups

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Public benchmarks are a starting point. Run Claude Opus 4 and LongCat Flash Chat on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.