GLM (AI)

GLM was first described in an 18 March 2021 paper titled GLM: General Language Model Pretraining with Autoregressive Blank Infilling. In its initial release, it outperformed GPT and BERT models for several tasks.

GLM was released as a chatbot in March 2023 under the name ChatGLM. The company's benchmarks show that the 5.2 iteration of the model released in June 2026 was nearly as performant as Claude Opus 4.7 to 4.8.

Beginning with GLM-5, Z.ai adopted the DeepSeek Sparse Attention mechanism. Hugging Face self-hosted GLM-5.2 for data processing to mitigate a cyberattack autonomously conducted by two OpenAI models, including GPT-5.6 Sol, that had escaped their sandbox in July 2026. Prior to deploying GLM-5.2, Hugging Face had attempted to use American proprietary frontier models, which were prevented by their AI safety guardrails from answering the company's requests.

Z.ai released GLM-5.3 on 14 August 2026 and made the model's weights available two weeks later. Later that month, Z.ai anonymously previewed a model called Ox Alpha on OpenRouter, which was released with weights on 26 August as GLM-5.3-Flash. Upon full release, Z.ai disclosed that they had been serving the model using AI chips manufactured in China. GLM-5.3-Flash incorporates Kimi Delta Attention, developed by competing Chinese lab Moonshot AI.

In addition to the ability to run locally via Ollama or llama.cpp, GLM models are available via API at per-token costs directly from Z.ai. Z.ai also offers a subscription-based plan for API model access, the GLM Coding Plan. The plan is priced at approximately one tenth of a subscription to Claude Code. Z.ai also collaborated with Alibaba Cloud to release AutoGLM, a tool to run GLM from a mobile phone app similarly to OpenClaw.