Enterprise AI shifts to company data

OpenAI and Google are remaking office chatbots around company files, calendars, chats and documents instead of public web knowledge. (help.openai.com; workspaceupdates.googleblog.com) OpenAI says ChatGPT Business, Enterprise and Edu customers can use “company knowledge” to pull answers from connected internal sources inside a chat, with citations and admin controls. The help article was updated on April 22, 2026, and OpenAI’s product post says the feature is available now for those paid workplace plans. (help.openai.com; openai.com) Google announced a parallel system on April 22 called Workspace Intelligence, which grounds Gemini in Gmail, Calendar, Chat and Drive data, including Docs, Sheets and Slides. Google said administrators can choose which data sources the system may use through new controls in the Workspace Admin console. (workspaceupdates.googleblog.com; techcrunch.com) The basic pitch is simple: a general model can write an email, but a workplace model can answer questions about your sales plan, policy handbook or meeting schedule because it can see the company’s own records. Both companies are selling the assistant less as a search box and more as a layer over the software employees already use all day. (openai.com; workspaceupdates.googleblog.com) That shift comes as the consumer side of ChatGPT keeps changing too. OpenAI’s release notes say GPT-5.3 Instant Mini became the fallback model in ChatGPT on April 9 after users hit rate limits for GPT-5.3 Instant, and OpenAI also began rolling out ads to Free and Go users in Australia, New Zealand and Canada while excluding Pro, Business, Enterprise and Education plans. (help.openai.com) The workplace products are being packaged with tighter controls because the data is more sensitive than a public prompt. OpenAI says company knowledge includes security, privacy and admin controls, while Google said last week it centralized Gemini Enterprise settings in the Admin console and kept separate controls over access to Workspace data. (openai.com; workspaceupdates.googleblog.com) Google paired the data-access push with task features inside Workspace apps. TechCrunch reported Gemini can now help build and fill Google Sheets, assist with writing in Docs, and use agent features that act on a worker’s behalf across Workspace tools. (techcrunch.com) OpenAI’s version is aimed at the same daily work loop: ask a question in chat, get an answer tied to internal sources, and stay inside the same window. The company’s help page says the feature is designed to give organization-specific answers “without leaving the conversation.” (help.openai.com) The contest is no longer just whose model sounds smartest in a demo. It is which assistant can safely reach the company’s own data, answer from it, and fit inside the tools workers already have open. (openai.com; workspaceupdates.googleblog.com)