GLM 5.3 Flash vs Perceptron Mk1.5

Price, context window & benchmark comparison

Z.ai (Zhipu)

GLM 5.3 Flash

Z.ai (Zhipu)
$0.013 / $0.0168
Input / Output · per 1M tokens
VS
Perceptron

Perceptron Mk1.5

Perceptron
$0.15 / $1.50
Input / Output · per 1M tokens
Compare different models
Z.ai (Zhipu)
Perceptron
Verdict: GLM 5.3 Flash is 34.9× cheaper than Perceptron Mk1.5 on a typical 3:1 input/output mix. GLM 5.3 Flash has the larger context window (1M vs 37K).
GLM 5.3 FlashPerceptron Mk1.5
Input price / 1M$0.013$0.15
Output price / 1M$0.0168$1.50
Blended price (3:1)$0.014$0.49
Cached input / 1M$0.0119—
Context window1M37K
Max output944K8K
Intelligence index27.8—
Coding index71.5—
Providers40—
Best provider uptime (30m)100.0%—
Vision inputYesYes
ReasoningYesYes
Tool callingYesYes
Released2026-08-262026-09-25
Retirement——

Cost calculator

FAQ

Which is cheaper, GLM 5.3 Flash or Perceptron Mk1.5?

GLM 5.3 Flash is 34.9× cheaper than Perceptron Mk1.5 on a typical 3:1 input/output mix.

GLM 5.3 Flash vs Perceptron Mk1.5: which has a bigger context window?

GLM 5.3 Flash: 1,048,576 tokens. Perceptron Mk1.5: 36,864 tokens.

How much would 1 million requests cost?

At 2,000 input + 500 output tokens per request: GLM 5.3 Flash ≈ $34.40, Perceptron Mk1.5 ≈ $1,050.

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