11. Productivity, Collaboration, and Automation

Productivity-oriented AI can help summarise meetings, draft email, organise tasks, search internal knowledge, and automate repetitive workflows. The risk rises when a system can act on files, send messages, change records, or access connected accounts.

11.1 Email and document workflows

Use AI to draft a message from supplied facts, adapt tone to the recipient, shorten a long explanation, or extract action items from meeting notes. Check names, dates, commitments, attachments, and tone before sending. Never allow an assistant to invent a promise or communicate a decision that has not been authorised.

11.2 Meeting notes

Before recording or transcribing, confirm consent and organisational policy. Ask AI to separate decisions, action items, owners, deadlines, open questions, and background discussion. Compare the summary with the source recording or notes, especially where a statement could affect a person’s responsibilities or a contractual commitment.

11.3 Workflow automation

Automation tools can connect forms, email, spreadsheets, project systems, and databases. Start with a reversible, low-risk workflow. Define triggers, permissions, exception handling, logs, and human approval points. Test edge cases and ensure that an automation cannot silently send sensitive data to the wrong recipient or make an irreversible change.

11.4 Human confirmation for consequential actions

Require explicit human approval before AI sends external communications, approves spending, changes employment or student records, publishes content, deletes data, or performs other consequential actions. Apply least-privilege access: give the system only the permissions needed for the task.