That's NeuralModel catalog

z-ai

Z.ai: GLM 5.3 Prime

z-ai/glm-5.3-prime

Our take

AI-assisted analysis based on the sources below. Suitability is an editorial assessment; test it on your own workload.

OpenRouter’s catalog lists z-ai/glm-5.3-prime as Z.ai’s text-to-text GLM 5.3 Prime variant, canonicalized as z-ai/glm-5.3-prime-20260921. The catalog describes it as a higher-throughput version of GLM-5.3 that preserves the related model’s capabilities, while exposing a 1M-token context and always-on reasoning with adjustable effort. It also lists tool, response-format, sampling, and reasoning parameters. These are source-reported capabilities rather than measured results; the supplied benchmark fields are empty.[1]

Strengths

  • Text-to-text operation with a cataloged 1M-token context window.[1]
  • The catalog describes a higher-throughput Prime variant that retains GLM-5.3 capabilities.[1]
  • Tool, response-format, sampling, and reasoning controls are listed as supported parameters.[1]

Limitations

  • Only OpenRouter catalog evidence was supplied; no independent model card was available, and benchmark fields were unpopulated.[1]
  • Only text inputs and outputs are listed; other modalities are not supported in this evidence.[1]
  • Reasoning is mandatory and defaults to maximum effort, so workflows needing disabled reasoning may not fit.[1]

Where to use it

  • Potentially useful for long-document summarization or analysis requiring a very large context.[1]
  • Potentially suitable for throughput-oriented text assistants if the acceleration claim is workload-validated.[1]
  • Potentially appropriate for tool-using text workflows needing reasoning-effort and response-format controls.[1]

Sources

  1. [1] OpenRouter catalog · Z.ai: GLM 5.3 PrimeSources checked: Nov 13, 2026

About this model

Description below is the original text supplied by OpenRouter, shown in the source language.

GLM-5.3-Prime is the high-speed variant of Z.ai's GLM-5.3, inheriting its full capabilities while delivering 1.5–2× the output throughput through inference acceleration. It supports text input and output with a 1M-token...

Specifications

Model ID
z-ai/glm-5.3-prime
Canonical ID
z-ai/glm-5.3-prime-20260921
Creator
z-ai
Added to OpenRouter
23.09.2026
Context length
1,000,000
Modality
text->text
Input modalities
text
Output modalities
text
Token pricing
USD per 1M tokens: in $2.8 / out $8.8
Knowledge cutoff
—
Expiration date
—

Tasks and capabilities

A grade appears only where the source supplies a matching measurement for that task, the model is active and the cohort holds at least 10 comparable models. The capability column lists facts the source declares — supported formats, reasoning and tool parameters — which are not measured quality.

TaskGradeSource-declared capability
General qualityNo measurementreasoning: mandatory · default max · efforts: max, high, low · parameters: include_reasoning, reasoning, reasoning_effort
CodingNo measurement—
AgentsNo measurementparameters: tool_choice, tools
WritingNo measurementoutput: text
ReasoningNo measurementreasoning: mandatory · default max · efforts: max, high, low · parameters: include_reasoning, reasoning, reasoning_effort
Document analysisNo measurement—
VisionNo measurement—
Image generationNo measurement—
AudioNo measurement—
VideoNo measurement—
EmbeddingsNo measurement—

Evaluations

No evaluations are supplied for this model.

How grades work

Each letter grade compares a model only against other models scored by the same source and metric in the current snapshot. S means the top 10%, A the next 20%, B the next 30%, C the rest. Models without a published measurement are shown as not rated — a supported format alone never implies measured quality.

  • S — S — top 10% of the cohort
  • A — A — next 20% of the cohort
  • B — B — next 30% of the cohort
  • C — C — below the B band

Providers

Optional live provider statistics from OpenRouter. Missing values are unknown, not zero.

ProviderContext lengthPrice in /1MPrice out /1MLatency p50 (30m, s)Throughput p50 (30m, tok/s)Uptime (30m)
Alibaba1,000,000$2.8$8.8——100%

Provider data retrieved: 13.11.2026

No published articles identify this model yet.