GLM 5.3 FlashX vs KAT-Coder-Pro V2.5

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
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KAT-Coder-Pro V2.5

Kwaipilot
$0.74 / $2.96
Input / Output · per 1M tokens
Compare different models
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Verdict: GLM 5.3 FlashX is 2.2× cheaper than KAT-Coder-Pro V2.5 on a typical 3:1 input/output mix. GLM 5.3 FlashX has the larger context window (1M vs 262K).
GLM 5.3 FlashXKAT-Coder-Pro V2.5
Input price / 1M$0.37$0.74
Output price / 1M$1.25$2.96
Blended price (3:1)$0.59$1.29
Cached input / 1M$0.09$0.15
Context window1M262K
Max output131K236K
Intelligence index
Coding index
Providers1
Best provider uptime (30m)100.0%
Vision inputYesNo
ReasoningYesNo
Tool callingYesYes
Released2026-09-182026-07-10
Retirement

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FAQ

Which is cheaper, GLM 5.3 FlashX or KAT-Coder-Pro V2.5?

GLM 5.3 FlashX is 2.2× cheaper than KAT-Coder-Pro V2.5 on a typical 3:1 input/output mix.

GLM 5.3 FlashX vs KAT-Coder-Pro V2.5: which has a bigger context window?

GLM 5.3 FlashX: 1,048,576 tokens. KAT-Coder-Pro V2.5: 262,144 tokens.

How much would 1 million requests cost?

At 2,000 input + 500 output tokens per request: GLM 5.3 FlashX ≈ $1,365, KAT-Coder-Pro V2.5 ≈ $2,960.

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