GLM 5.3 Flash vs Sonar Deep Research

Price, context window & benchmark comparison

Z.ai (Zhipu)

GLM 5.3 Flash

Z.ai (Zhipu)
$0.0399 / $0.0784
Input / Output · per 1M tokens
VS
Perplexity

Sonar Deep Research

Perplexity
$2.00 / $8.00
Input / Output · per 1M tokens
Compare different models
Z.ai (Zhipu)
Perplexity
Verdict: GLM 5.3 Flash is 70.7× cheaper than Sonar Deep Research on a typical 3:1 input/output mix. GLM 5.3 Flash has the larger context window (1M vs 128K).
GLM 5.3 FlashSonar Deep Research
Input price / 1M$0.0399$2.00
Output price / 1M$0.0784$8.00
Blended price (3:1)$0.0495$3.50
Cached input / 1M$0.03—
Context window1M128K
Max output131K115K
Intelligence index27.8—
Coding index71.5—
Providers42—
Best provider uptime (30m)100.0%—
Vision inputYesNo
ReasoningYesYes
Tool callingYesNo
Released2026-08-262025-03-07
Retirement——

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FAQ

Which is cheaper, GLM 5.3 Flash or Sonar Deep Research?

GLM 5.3 Flash is 70.7× cheaper than Sonar Deep Research on a typical 3:1 input/output mix.

GLM 5.3 Flash vs Sonar Deep Research: which has a bigger context window?

GLM 5.3 Flash: 1,048,576 tokens. Sonar Deep Research: 128,000 tokens.

How much would 1 million requests cost?

At 2,000 input + 500 output tokens per request: GLM 5.3 Flash ≈ $119.00, Sonar Deep Research ≈ $8,000.

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