Generative AI can take real effort out of operational work, especially work that involves reading and writing. It can also produce confident, wrong output. The useful question is not "should we use AI?" but "at which step, and who checks it?"
Tasks where AI tends to help
These share a pattern: the output is a draft or a suggestion that a person can check quickly.
- Drafting replies, summaries and first versions of documents.
- Summarising long threads or meeting notes into actions.
- Sorting or tagging incoming requests by type, for a person to confirm.
- Extracting fields from documents into a structured form for review.
- Turning a rough process description into a first-draft SOP.
Where a person should decide
Keep a human decision wherever the output affects money, commitments, people or compliance: approving payments, making promises to clients, hiring or performance decisions, and anything involving personal or regulated data. AI can prepare the information; a named person decides and is accountable.
Design the review step deliberately
A review step only works if it is easy to do properly. Show the reviewer the source alongside the AI output, ask them to approve, edit or reject, and record which they chose. If reviewers approve everything without reading, the review is decorative — shorten the output or narrow the task.
Handle data with care
Before sending business information to any AI tool, check what that tool does with the data and whether your agreements with clients allow it. When unsure, remove names and identifying details, or do not use the tool for that task. This article is general guidance, not legal or compliance advice.
Start small and measure honestly
Pick one task, run AI-assisted and manual versions side by side for a few weeks, and compare the time taken and the corrections needed. Keep the change only if it genuinely helps.
Key takeaways
- Use AI for drafts and suggestions that a person checks.
- Decisions about money, people and commitments stay human.
- A review step must be easy enough to be done properly.
