Work AI vs chatbot
Chatbots answer and draft. Work AI searches systems, completes steps, prepares outputs, requests approval, and can update the tools your team already uses.
The finish line is different
A chatbot ends when it returns text. Work AI ends when the business task is ready: the exception packet is prepared, the renewal brief is assembled, the customer reply is drafted, or the system update is ready for approval.
Both can use language models. The product shape is what changes. Work AI is measured by completed operational work, not by how long the chat continues.
Systems, not just prompts
Chat products often stay inside one conversation. Work AI needs connected tools: SharePoint, Salesforce, Zendesk, Outlook, Workday, DocuSign, and more. It also needs company knowledge so the steps match how your business operates.
- Chatbot: answers and drafts in a conversation
- Work AI: searches tools, completes steps, prepares outputs
- Work AI: asks for approval before important actions
- Work AI: can update connected systems after review
Control stays with people
Sending a customer message, changing a financial record, or accepting a contract clause should not be silent. Work AI pauses at defined points, shows the proposed action, and keeps a run history your team can review.