Model overview

GLM-5.3 model overview

GLM-5.3 is Z.ai's flagship mixture-of-experts model — ~744B total parameters with ~40B active per token, a 1,048,576-token context window, native multimodal input (text, image, video, file), and text output. Released late August 2026 at $1.40 input and $4.40 output per 1M tokens on the Z.ai / OpenRouter listing.

Tracked providers (live)

Live provider data could not be refreshed for this build. Showing the last verified snapshot.

ProviderInput /1M tokensOutput /1M tokens
Z.ai$1.40 / 1M$4.40 / 1M
OpenRouter$1.40 / 1M$4.40 / 1M
Vercel AI Gateway$1.40 / 1M$4.40 / 1M

What is GLM-5.3?

GLM-5.3 is Z.ai's flagship mixture-of-experts model — ~744B total parameters with ~40B active per token, 1,048,576-token native context window, native multimodal input (text, image, video, file), text-only output, and tool calling enabled. It uses the same base model as GLM-5.2 but adds scaled-up post-training, lifting agentic-coding scores while changing output length and tool-use behavior.

Specs at a glance

FieldValue
VendorZ.ai (Zhipu AI)
Total parameters~744B
Active parameters~40B per token
ArchitectureMoE
Context window1,048,576 tokens
Modalities inText, image, video, file
Modalities outText only
Tool callingSupported
Thinking modeAlways on, cannot be disabled
Recommended settingstemperature 1, top_p 0.95, reasoning_effort max, thinking_clear thinking false
Price, input$1.40 per 1M tokens
Price, output$4.40 per 1M tokens
Independent index60 on Artificial Analysis Intelligence Index

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Where to start

  • Need API examples? — /models/zai-org/GLM-5.3/api
  • Comparing providers and live prices? — /models/zai-org/GLM-5.3/providers
  • Full pricing breakdown? — /models/zai-org/GLM-5.3/pricing
  • Self-hosting or GPU requirements? — /models/zai-org/GLM-5.3/gpu-requirements
  • Benchmark scores? — /models/zai-org/GLM-5.3/benchmarks
  • Alternatives and rivals? — /models/zai-org/GLM-5.3/alternatives

Provenance

Catalog data pulled 31 August 2026 from Z.ai docs, Artificial Analysis, Hugging Face, and the OneInfer catalog entry for `z-ai/GLM-5.3`. Provider numbers are independently verifiable against the OpenRouter listing; benchmark scores are split between vendor-reported and the one independently reproduced Artificial Analysis Intelligence Index (60).

Frequently asked questions

Is GLM-5.3 multimodal?

Yes — it accepts text, image, video, and file input natively and returns text output. The flash sibling GLM-5.3-Flash is also multimodal.

How big is GLM-5.3?

~744B total parameters with ~40B active per token. Full-precision self-hosting needs on the order of 1.5TB of VRAM; aggressive 2-bit quantization brings that to roughly 245GB. Open weights were not yet released as of 31 August 2026.

How much does GLM-5.3 cost?

$1.40 per 1M input tokens, $4.40 per 1M output tokens on the Z.ai / OpenRouter listing as of late August 2026.

Where is the live GLM-5.3 model page?

The canonical model page with current OneInfer pricing, capabilities, and availability is /models/zai-org/GLM-5.3. This page is a focused facet of that entity, not a replacement for it.

How should I treat benchmark or price claims?

Check each claim’s provenance label and observed date. Vendor-reported and independently verified numbers are shown as separate evidence classes on this hub.

Put GLM-5.3 to work

Fund a controlled evaluation, start with a prepared prompt, and measure quality and cost on your own workload.