ModelsCompareBest forBenchmarksStatusPricingAPI
Compare / head-to-head

GLM-4.5-AirvsLongCat Flash Chat

GLM-4.5-Air and LongCat Flash Chat split their 2 shared benchmarks evenly. Both offer a 128K-token context window.

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

Shared benchmarks
1 – 1
even split
Cheaper per token
list price, input + output
Larger context
Tie
both 128K tokens
Provider uptime (30d)
— · —
Z.ai · Meituan LongCat
text
Context
128K
Max out
98K
Input /1M
$0.2
Output /1M
$1.1
Cached /1M
$0.03
Scores
2 · 2 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

BenchmarkGLM-4.5-AirLongCat Flash ChatΔEdge
Reported by both · 2
AIME 202583.3% matharena61.25% +22 ptGLM-4.5-Air
LMArena Elo1383.6 1422.9 -39.3LongCat Flash Chat
Only GLM-4.5-Air reports · 0
GLM-4.5-Air reports nothing LongCat Flash Chat does not.
Only LongCat Flash Chat reports · 29
SWE-bench Verifiednot reported60.4%
GPQA Diamondnot reported73.23%
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 GLM-4.5-Air 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

SpecGLM-4.5-AirLongCat Flash ChatEdge
Context window128K tokens128K tokensTie
Max output98K tokens
Input price / 1M$0.2
Output price / 1M$1.1
Cached input / 1M$0.03
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$1.3
ModalitiestexttextTie
Released2025-09-01
Cited benchmark scores231
Reliability

Provider status

All providers
More matchups

LongCat Flash Chat vs …

Built by Respan
Which one wins on your data?

Public benchmarks are a starting point. Run GLM-4.5-Air and LongCat Flash Chat on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.