Ask about the work rather than general enthusiasm
Invite staff to describe the task they tried, what happened and what they needed instead. In a fictional service team, people stop using a drafting assistant because its output omits the next action, even though the wording is clear. A broad satisfaction score may hide that specific problem. Provide a short reporting route and allow staff to identify missing context without copying sensitive material into an open channel. Make it clear who reviews reports and how the reporter will hear back.
Separate different causes of difficulty
A problem may involve the output, source information, access, interface or operating instructions. Do not send every report directly into a model-change queue. Ask the reviewer to identify the evidence needed to understand the cause. For the fictional drafting assistant, the source template may never have specified the next action. Another user may simply be unable to find the approved template. Both affect adoption, but they need different responses. Keep uncertain diagnoses visible instead of choosing a cause from the first description.
Include staff who are not using the tool
Low participation can mean the tool does not fit the task, staff lack access or the introduction was unclear. Ask about those possibilities rather than interpreting usage counts as enthusiasm or resistance. Give people a practical way to explain why they chose an existing process. Include different roles and work patterns in the review. Avoid ranking individuals by raw activity when task volumes differ. The purpose is to understand whether the service helps approved work, not to make every person generate more interactions.
Give each report an owned decision
Record whether the response is a correction, better guidance, a further investigation or no change with an explanation. Name the person responsible and keep related reports together where appropriate. Do not close an issue solely because someone acknowledged it. Tell the reporter what was decided and any workaround that has been approved. Separate urgent operational failures from ideas for future improvements so a suggestion queue does not hide a problem preventing staff from completing their current work.
Test proposed changes on the affected task
Use an approved example that reproduces the reported difficulty and compare the revised result with the expected outcome. Check other common tasks before widening a change. In the fictional drafting case, adding a next-action requirement should not invent an action where none was agreed. Ask the affected staff to confirm whether the revised workflow is usable. Record any remaining correction effort. A changed configuration is evidence that something was edited, not that the original difficulty has been resolved.
Review adoption alongside real operating effort
Look at completed tasks, unresolved feedback and manual repair work together. Ask whether people are copying results into another system or checking sources outside the planned process. Those steps may explain why apparent usage does not translate into a useful service. Choose a review point with enough relevant experience to discuss, without making a universal participation target. Keep the current guidance updated and record what changed. The plan is working when staff can report a problem and see a specific, verified response.