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Compare / head-to-head

LongCat Flash Chatvso3-pro

LongCat Flash Chat and o3-pro do not yet share a public benchmark, so quality cannot be compared apples-to-apples. o3-pro has the larger context window (200K tokens).

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

Shared benchmarks
0
no overlap yet
Cheaper per token
list price, input + output
Larger context
o3-pro
200K tokens
Provider uptime (30d)
— · 94.2446%
Meituan LongCat · OpenAI
LongCat Flash Chat
Meituan LongCat · released 2025-09-01
text
Context
128K
Max out
Input /1M
Output /1M
Cached /1M
Scores
31 · 9 core
o3-pro
OpenAI · released 2025-06-10
textvision
Context
200K
Max out
100K
Input /1M
$20
Output /1M
$80
Cached /1M
Scores
0 · 0 core
Quality

Benchmark matrix

BenchmarkLongCat Flash Chato3-proΔEdge
Reported by both · 0
No public benchmark is reported for both models yet.
Only LongCat Flash Chat reports · 31
SWE-bench Verified60.4% not reported
GPQA Diamond73.23% not reported
MMLU89.71% not reported
MMLU-Pro82.68% not reported
AIME 202561.25% not reported
LMArena Elo1422.9 not reported
AceBench76.1% not reported
AIME 202470.42% not reported
ArenaHard-V286.5% not reported
BeyondAIME43% not reported
C-Eval90.44% not reported
CMMLU84.34% not reported
COLLIE57.1% not reported
DROP79.06% not reported
GraphWalks-128k51.05% not reported
HumanEval+88.41% not reported
IFEval89.65% not reported
LiveCodeBench48.02% not reported
MATH50096.4% not reported
MBPP+79.63% not reported
Meeseeks-zh43.03% not reported
Safety: Criminal91.24% not reported
Safety: Harmful83.98% not reported
Safety: Misinformation81.72% not reported
Safety: Privacy93.98% not reported
Tau2-Bench (airline)58% not reported
Tau2-Bench (retail)71.27% not reported
Tau2-Bench (telecom)73.68% not reported
TerminalBench39.51% not reported
VitaBench24.3% not reported
ZebraLogic89.3% not reported
Only o3-pro reports · 0
o3-pro reports nothing LongCat Flash Chat does not.
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 LongCat Flash Chat minus o3-pro 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

SpecLongCat Flash Chato3-proEdge
Context window128K tokens200K tokenso3-pro
Max output100K tokens
Input price / 1M$20
Output price / 1M$80
Cached input / 1M
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$100
Modalitiestexttext · visiono3-pro
Released2025-09-012025-06-10
Cited benchmark scores310
Reliability

Provider status

All providers
More matchups

LongCat Flash Chat vs …

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Public benchmarks are a starting point. Run LongCat Flash Chat and o3-pro on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.