HR advisers review an agent's decisions on three tests: what it told employees matches policy, what it changed in the HR record is correct, and what it drafted treats people consistently and fairly. For each decision they read the record, find the deciding bound, check sources, and approve, edit or decline with a reason.
What does an HR agent decide day to day?
Most HR agents work as an HR service desk. They answer employees' policy questions, such as how much holiday carries over or how to request parental leave. They update simple records from self-service. They draft letters for advisers to approve. Most answers and updates happen at depth 2 or 3; formal steps are held.
That mix creates a review problem. Answers to employees are individually low-risk and collectively important: a wrong answer about leave entitlement, given to hundreds of people, becomes a dispute. So HR review has to sample answers, not just approve letters.
What are the steps?
- Read the verdict and the deciding bound. For held items, the adviser decides. For allowed answers and updates, they test.
- Check the policy source. The answer should cite the current policy, a sealed source in the policy library. Old versions, local variations and collective agreements are common traps.
- Check the employee's context. Contract type, location, length of service and any agreed adjustments change what the right answer is.
- Check record changes. Was the change made from the employee's own authenticated login, or from an email that may not be theirs?
- Check consistency. Would another employee in the same situation receive the same answer or letter?
- Decide and record the reason.
- Flag patterns to the policy owner and the agent's owner.
What may the agent do, and what stays with the adviser?
| Work | Agent | HR adviser |
|---|---|---|
| Answer policy questions | Depth 2 or 3 with citations | Samples answers |
| Update address or bank details from authenticated self-service | Depth 3 | Samples |
| Draft absence, contract and disciplinary letters | Drafts, held | Decides |
| Give advice on a specific employee's situation | Drafts only | Advises |
| Handle health, grievance or protected matters | Routes only | Decides |
| Release personal data to anyone | Never alone | Decides with data protection lead |
The hard limits are in what HR advisers should never let an AI agent do.
An example: a sample of leave answers
Take a healthcare provider with staff on two contracts: one for directly employed staff and one inherited from a merger. During weekly review, an HR adviser samples 20 answers the agent gave about annual leave carry-over. Six were to staff on the inherited contract, and all six quoted the main policy, which allows less carry-over than their contract.
The agent's citations were accurate; it cited the policy it had. The inherited contract terms were not in its sources. The adviser sends corrected answers to the six employees, records the reason, and searches the record for every carry-over answer given to that group. They ask the agent's owner to add the inherited terms as a source and to hold leave questions from that group until the agent is re-certified. Market detail is in AI agent training for HR advisers in healthcare in Germany and in the UAE.
How do advisers check fairness across many decisions?
Look at drafted letters and outcomes by group: department, contract type, working pattern, and, where lawful and appropriate, protected characteristics recorded for monitoring. A rule that triggers absence letters evenly by days may fall unevenly on part-time staff or on those with long-term conditions. No single letter shows it. A quarterly pattern review does, and it gives the policy owner evidence to change the rule.
Pryme Intelligence Academy's Operator track covers this kind of review rhythm, with module tests set in the learner's own industry and role.
Which controls make review hold?
- Answers are sampled weekly, with extra samples after policy changes.
- Formal letters are always held.
- Record changes from unauthenticated channels are held.
- Pattern review happens quarterly at least, with minutes.
- Advisers' own approvals are sampled by a senior HR colleague.
Training HR teams to work this way is covered in how to train the HR team to review AI agent decisions. Other advisers review on similar lines; see how wealth advisers review an AI agent's decisions. The role map is in AI agent skills by role.
Questions people ask
Should employees know their HR question was answered by an agent?
Yes. People should be told when they are interacting with an AI system, and told how to reach a person.
What if the agent's answer was correct but the policy is unclear?
Clarify for the employee, and send the ambiguity to the policy owner. Unclear policies produce inconsistent answers, whoever gives them.
How long should HR keep the record of agent answers?
As long as the business keeps other HR advice records, because an answer may be cited in a dispute later.