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Compare / head-to-head

GPT-5.1vsLongCat Flash Chat

GPT-5.1 leads 2 of 3 shared benchmarks. GPT-5.1 has the larger context window (400K tokens).

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

Shared benchmarks
2 – 1
GPT-5.1 leads
Cheaper per token
list price, input + output
Larger context
GPT-5.1
400K tokens
Provider uptime (30d)
95.1807% · —
OpenAI · Meituan LongCat
GPT-5.1
OpenAI · released 2025-11-13
textvision
Context
400K
Max out
128K
Input /1M
$1.25
Output /1M
$10
Cached /1M
$0.125
Scores
6 · 6 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

BenchmarkGPT-5.1LongCat Flash ChatΔEdge
Reported by both · 3
GPQA Diamond87.6% epoch73.23% +14.4 ptGPT-5.1
AIME 202594.2% matharena61.25% +33 ptGPT-5.1
LMArena Elo1422.6 1422.9 -0.3LongCat Flash Chat
Only GPT-5.1 reports · 3
OTIS Mock AIME 2024-2025 (Epoch AI run)88.6% epochnot reported
SimpleQA Verified48% epochnot reported
SWE-bench Verified (Epoch AI run)68% epochnot reported
Only LongCat Flash Chat reports · 28
SWE-bench Verifiednot reported60.4%
MMLUnot reported89.71%
MMLU-Pronot reported82.68%
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 GPT-5.1 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

SpecGPT-5.1LongCat Flash ChatEdge
Context window400K tokens128K tokensGPT-5.1
Max output128K tokens
Input price / 1M$1.25
Output price / 1M$10
Cached input / 1M$0.125
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$11.25
Modalitiestext · visiontextGPT-5.1
Released2025-11-132025-09-01
Cited benchmark scores631
Reliability

Provider status

All providers
More matchups

LongCat Flash Chat vs …

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