Start with a burden, not a tool. Here are five tasks HR teams repeat, each with something to try, something to check and the part that stays with HR. They are drawn from discussions among HR practitioners, and they are suggested tests, not measured results.
1. Recurring reports: prepare the report, keep the interpretation.
The burden. The same report needs assembling again.
Try. Prepare an outline or a draft from approved inputs.
Check and keep. Reconcile totals, dates and definitions. HR interprets the exceptions and approves what is shared.
Practical check: Test the complete job, including the review.
2. Process notes: turn notes into a usable workflow.
The burden. A discussion still needs clear steps and owners.
Try. Turn the notes you supply into a draft sequence of steps, responsibilities and handoffs.
Check and keep. The people who were there verify what was agreed. Missing decisions are flagged, not invented.
Practical check: A tidy flowchart is still a draft.
3. Policy versions: find the changes, don’t invent policy.
The burden. Two versions need a careful comparison.
Try. Draft a summary of the changes, with references to the relevant passages in each version.
Check and keep. Verify the edits, omissions, scope and effective dates. The authorized policy owner approves any change.
Practical check: A comparison is not a policy approval.
4. Document organization: organize the files, keep exceptions visible.
The burden. Inconsistent names and filing create extra work.
Try. Suggest names and folders using agreed rules, starting with test copies.
Check and keep. Review duplicates and uncertain matches. Confirm who has access and how to undo the changes.
Practical check: Use ordinary rules when they are enough.
5. Spreadsheet work: fix the repeated step, keep the rules explicit.
The burden. The same calculation or cleanup is repeated.
Try. Develop a formula or query using fictional or approved test data.
Check and keep. Test expected values, gaps and duplicates. HR owns the definitions and accepts the result.
Practical check: The finished process may not need AI at all.
Choose one small test, and count the whole job.
Before. Record the current effort and the quality the work requires.
During. Use approved inputs. Check the output, the exceptions and any work passed to someone else.
After. Include setup, review, corrections and upkeep. Then decide whether to keep it, change it or stop.
Practical check: Faster output is not the same as less work.
Your starting point.
Choose one repeated step. Describe the help you need, and name the check before you start. One useful improvement is enough to begin. None of these examples comes with a guaranteed time saving.
Read more: AI in HR: What to Hand Over and What to Keep