Model Detail

GLM-5.3-GGUF is a large language model released by unsloth. The model is registered under the text-generation pipeline tag on Hugging Face, distributed under a other license.

GLM-5.3-GGUF is priced at $1.12/M input tokens and $4.4/M output tokens. Operationally the model offers a 1049K-token context window, which matters when sizing it for prompt-heavy or latency-sensitive workloads. Pricing in this range is the working middle of the API market — neither the cheapest nor the most expensive option per token, so cost-fit is usually a function of how much output you generate.

Distribution is governed by the other license — review the exact terms before commercial deployment.

GLM-5.3-GGUF is best fit for general-purpose chat and instruction-following workloads, and long-context tasks such as full-codebase analysis or book-length summarization (1049K tokens). Treat this as a starting matrix rather than a benchmark verdict — the right deployment usually depends on the specific evaluation suite that mirrors your workload.