GLM 5.3 FlashX vs LongCat 2.0

Price, context window & benchmark comparison

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GLM 5.3 FlashX

Z.ai (Zhipu)
$0.37 / $1.25
Input / Output · per 1M tokens
VS
M

LongCat 2.0

Meituan
$0.30 / $1.20
Input / Output · per 1M tokens
Compare different models
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M
Verdict: LongCat 2.0 is 11% cheaper than GLM 5.3 FlashX on a typical 3:1 input/output mix. LongCat 2.0 has the larger context window (1M vs 1M).
GLM 5.3 FlashXLongCat 2.0
Input price / 1M$0.37$0.30
Output price / 1M$1.25$1.20
Blended price (3:1)$0.59$0.52
Cached input / 1M$0.09$0.006
Context window1M1M
Max output131K262K
Intelligence index19.1
Coding index45.3
Providers1
Best provider uptime (30m)100.0%
Vision inputYesNo
ReasoningYesYes
Tool callingYesYes
Released2026-09-182026-07-20
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FAQ

Which is cheaper, GLM 5.3 FlashX or LongCat 2.0?

LongCat 2.0 is 11% cheaper than GLM 5.3 FlashX on a typical 3:1 input/output mix.

GLM 5.3 FlashX vs LongCat 2.0: which has a bigger context window?

GLM 5.3 FlashX: 1,048,576 tokens. LongCat 2.0: 1,048,756 tokens.

How much would 1 million requests cost?

At 2,000 input + 500 output tokens per request: GLM 5.3 FlashX ≈ $1,365, LongCat 2.0 ≈ $1,200.

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