On 4 November 2026, multiple organisations published updates covering staff access and platform support for commercial large language models.

Cohere has added third-party open AI models to its Model Vault managed inference platform, expanding beyond its own native models. Apple employees have access to third party AI models including Anthropic Claude, OpenAI ChatGPT and Google Gemini. Pierre Computer Company staff will receive access to OpenAI's full model portfolio including ChatGPT and Shepherd research technology. Restricted budgets cover AI processing tokens for the same three listed models.

The Haiou jailbreak package for OpenAI Codex modified global model instructions to trigger third-party AI gateway advertisements on standard greeting inputs. CMC operates the C-OpenAI open AI ecosystem with over 25 core technologies including natural language processing and large language models.