Logging and human oversight, built into HR agents from day one
Logging and human oversight are easier to design in from the start than to retrofit after an HR agent is live. Every consequential action an agent takes should be recorded with enough context to review, and a named person should be able to pause, question or reverse it. Treat both as product requirements, not compliance add-ons.
- 01Set the intervention pointsDecide which agent actions require review before they take effect, and which can run with post-hoc audit only.
- 02Name the reviewer roleAssign oversight to a specific role, not a shared inbox nobody owns.
- 03Give reviewers the evidenceSurface the inputs and reasoning behind an output, not just the final result.
- 04Test the override pathConfirm a reviewer can actually pause or reverse an action, not just flag it.
An HR agent that cannot be reviewed is a liability, regardless of how well it performs on average.
What to log
- The input data the agent used for each decision or recommendation
- The output or action taken, including drafts and rejected options
- Which human, if any, reviewed or approved the action
- Any override, correction or escalation
Designing for human oversight
Oversight is only meaningful if the reviewer has the time, information and authority to act. A checkbox approval with no context does not count.
Logging as a design constraint
Build logging into the agent's core workflow rather than as an external wrapper, so every version of the agent inherits it automatically.
This also makes later audits and incident reviews far faster, because the record already exists in a consistent format.
Underlag
- Our assessment
Agents making or influencing employment-related decisions require a documented record of inputs, outputs and interventions
Common questions
- How long should logs be retained?
- Long enough to cover any reasonable review or dispute window relevant to employment decisions; align this with legal and HR records policy.
- Does every agent action need human sign-off?
- No, reserve pre-action review for consequential decisions and use audit logging for lower-stakes actions.