🔥GLM 5.3

Z.ai API model specs with normalized input price, output price, context window, sample workload cost, and related comparisons.

Page updated:  Data confirmed:  Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget brief

GLM 5.3 is estimated at $2.5 for the standard workload.

GLM 5.3 is best suited for long-context workloads. A 1M input token plus 500K output token workload is estimated at $2.5.

Input price$0.1per 1M tokens
Output price$4.8per 1M tokens
Context window1.05Mreported maximum
Popularity#104.18T tokens signal volume

Use this as a first-pass planning estimate, then verify provider limits, routing, discounts, and availability before production deployment.

Model Specs
ProviderZ.ai
Model IDz-ai/glm-5.3
Prompt Price
per 1M tokens
$0.1
Completion Price
per 1M tokens
$4.8
Sample Workload Cost
1M input + 500K output
$2.5
Context Window1.05M
Release Date
Popularity#10
Popularity Signal4.18T tokens

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Prices are normalized to USD per 1M tokens.
GLM 5.3 Calculating… Estimated monthly API cost
Unit prices $0.1 input / $4.8 output Per 1M tokens

This estimate uses normalized public API pricing per 1M tokens. It is a planning aid, not a billing quote. Verify provider pricing, limits, and terms before production use.

Alternative path

Alternative Shortlist

Open model finder

Use these rows to build a test shortlist around GLM 5.3. Lower cost, same-provider fit, and larger context are separate decisions, so each group is ranked by a different signal.

Lower-cost alternatives

Cross-provider candidates with a lower standard 1M input plus 500K output estimate.

ModelProviderSample CostContextWhy it is hereNext Step
🔥Nemotron 3 Ultra (free)NVIDIA$01MLower standard workload estimate from another provider.Open model Compare
NewApodex 1.1 Mini (free)Apodex$0262.14KLower standard workload estimate from another provider.Open model Compare
Space Bunny Alphastealth$01MLower standard workload estimate from another provider.Open model Compare
Union Alphastealth$0262.14KLower standard workload estimate from another provider.Open model Compare

Same-provider swaps

Lower-cost options from the same provider, useful when account setup or procurement is already fixed.

ModelProviderSample CostContextWhy it is hereNext Step
GLM 5.2 (free)Z.ai$0131.07KSame provider with a lower standard workload estimate.Open model Compare
GLM 4.5 Air (free)Z.ai$0131.07KSame provider with a lower standard workload estimate.Open model Compare
GLM 4 32BZ.ai$0.15128KSame provider with a lower standard workload estimate.Open model Compare
GLM 5.3 Flash (batch)Z.ai$0.161.05MSame provider with a lower standard workload estimate.Open model Compare

Larger-context upgrades near this budget

Models with more context that stay within a close sample-cost band when price data is available.

ModelProviderSample CostContextWhy it is hereNext Step
Grok 4.20 Multi-AgentSpaceXAI$2.52MMore context while staying near this model's sample-cost band.Open model Compare
Grok 4.20SpaceXAI$2.52MMore context while staying near this model's sample-cost band.Open model Compare
Llama 4 ScoutMeta$0.471.31MMore context while staying near this model's sample-cost band.Open model Compare
🔥MiMo-V2.6-FlashXiaomi$0.281.05MMore context while staying near this model's sample-cost band.Open model Compare
Model Introduction

GLM-5.3 is a large-scale reasoning model from Z.ai, built for complex software engineering and long-horizon agent tasks. It supports text input and output with a 1M-token context window, and improves...

Best Fit

GLM 5.3 is best suited for long-context workloads.

Cost Example

A 1M input token plus 500K output token workload is estimated at $2.5.

Decision Shortcuts

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