Gemini 3.1 Pro vs GLM-5.3

Both are Flagship-tier models, from Google and Z.ai respectively. GLM-5.3 is the cheaper choice overall at a 4:1 input:output ratio.

Which is cheaper

Side by side

SpecGemini 3.1 ProGLM-5.3
ProviderGoogleZ.ai
TierFlagshipFlagship
Context window1M1M
Max output66K128K
Input $/1M$2.00$1.40
Output $/1M$12.00$4.40
Cache read $/1M$0.20$0.26
Modalitiestext, imagetext

Gemini 3.1 Pro. Listed as gemini-3.1-pro-preview. Standard tier for prompts up to 200K tokens; above that, $4 input / $18 output and $0.40 cache read per 1M. Cached context is also billed for storage at $4.50 per 1M tokens per hour.

GLM-5.3. Latest flagship text model, per 1M tokens. Context window not stated on pricing page.

Sources

Gemini 3.1 Pro — verified August 29, 2026

GLM-5.3 — verified August 29, 2026

Full Gemini 3.1 Pro pricing page → · Full GLM-5.3 pricing page →