Model comparison
Gemini 3.1 Pro Preview vs GLM-5.3 Flash
Compare Gemini 3.1 Pro Preview vs GLM-5.3 Flash API pricing: input/output token costs, cache pricing, context windows, workload estimates, and routing fit.
Gemini 3.1 Pro Preview
gemini · gemini-3.1-pro-preview
- Input
- $2
- Output
- $12
- Context
- 1M
GLM-5.3 Flash
cloudflare · glm-5.3-flash
- Input
- $0.15
- Output
- $0.5
- Context
- 1M
Quick take
GLM-5.3 Flash has the lower input price at $0.15 per 1M input tokens. GLM-5.3 Flash is cheaper for the example blended workload below. Gemini 3.1 Pro Preview has the larger context window at 1M tokens.
Choose Gemini 3.1 Pro Preview if...
- Gemini 3.1 Pro Preview gives more room for long generated answers, reports, or code output.
Choose GLM-5.3 Flash if...
- GLM-5.3 Flash is the better default for cost-sensitive traffic and repeated high-volume calls.
Example workload cost
Estimates use input tokens plus 20% output tokens. They exclude provider discounts, cache hits, and tool/search surcharges.
| Workload | Gemini 3.1 Pro Preview | GLM-5.3 Flash | Cheaper |
|---|---|---|---|
| 1M input + 200K output | $4.40 | $0.25 | GLM-5.3 Flash |
| 10M input + 2M output | $44.00 | $2.50 | GLM-5.3 Flash |
| 100M input + 20M output | $440.00 | $25.00 | GLM-5.3 Flash |
Context, output, and capability fit
Gemini 3.1 Pro Preview provides the larger context window. Check max output separately when the task needs long reports, code generation, or full-document rewrites.
- Gemini 3.1 Pro Preview max output
- 65.5K
- GLM-5.3 Flash max output
- n/a
- Gemini 3.1 Pro Preview features
- prompt caching, function calling, vision
- GLM-5.3 Flash features
- prompt caching, function calling, vision
Risk notes for Gemini 3.1 Pro Preview
- Preview or beta model: verify availability and pricing before production rollout.
Risk notes for GLM-5.3 Flash
- No major capability risk is flagged in this snapshot, but provider pages should still be verified before production routing.
Routing tags
frontierpreviewreasoninglong-contextmultimodalenterprise-ragragbudgetcodingagentsopen-weightcache-friendlylocal-open