GLM 5.3 Prime vs Inkling Small

Price, context window & benchmark comparison

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GLM 5.3 Prime

Z.ai (Zhipu)
$2.80 / $8.80
Input / Output · per 1M tokens
VS
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Inkling Small

Thinkingmachines
$0.45 / $1.20
Input / Output · per 1M tokens
Compare different models
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Verdict: Inkling Small is 6.7× cheaper than GLM 5.3 Prime on a typical 3:1 input/output mix. Inkling Small has the larger context window (1M vs 1M).
GLM 5.3 PrimeInkling Small
Input price / 1M$2.80$0.45
Output price / 1M$8.80$1.20
Blended price (3:1)$4.30$0.64
Cached input / 1M$0.56$0.10
Context window1M1M
Max output131K262K
Intelligence index
Coding index52.9
Providers1
Best provider uptime (30m)100.0%
Vision inputNoYes
ReasoningYesYes
Tool callingYesYes
Released2026-09-232026-07-30
Retirement

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FAQ

Which is cheaper, GLM 5.3 Prime or Inkling Small?

Inkling Small is 6.7× cheaper than GLM 5.3 Prime on a typical 3:1 input/output mix.

GLM 5.3 Prime vs Inkling Small: which has a bigger context window?

GLM 5.3 Prime: 1,000,000 tokens. Inkling Small: 1,048,576 tokens.

How much would 1 million requests cost?

At 2,000 input + 500 output tokens per request: GLM 5.3 Prime ≈ $10,000, Inkling Small ≈ $1,500.

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