AI in HR: working time records and documentation

A manager's message is no complete finding

A manager writes: „On Tuesday Anna stayed two hours longer.” The message gives no date and no employee ID, and there are two people called Anna in the team. An automation that fills in the date from the day it runs and picks the first Anna on the list will record overtime for the wrong person on a Tuesday from the wrong week.

The proposed workflow keeps the text of the message and flags the missing information: the date and the person. An HR employee clarifies them with the manager and only then prepares the correction. In Poland, Article 149 of the Labour Code links working time records to the correct calculation of pay and other benefits, and Article 94 concerns paying wages and keeping employee documentation. We do not calculate overtime or allowances here: the rules depend on the employee's situation and HR sets them.

A correction leaves a readable history: who gave the clarification, the field changed and the version passed to payroll. Access to information is separate from approving a correction, because a manager may need the status of a case without the full documentation of another person.

What automated working time corrections cost and when they pay back

The count covers the work around each case: searching, reading, writing and handing over. What remains is the time to check the result, 30% of today's work in the scenario. Before the quote we measure both times on 20 to 100 cases the team has already handled, in a free test that takes 5 working days.

A mistake in the records comes back in pay and in documentation the employer keeps for years. So in the test we count minutes and also the reports where the automation rightly stopped at a missing date or person.

Check what your current software can do

If your HR software handles managers' requests and approvals, an extra model is not needed. With a form that holds the date and the employee ID, rules without AI are enough. Reading messages makes sense when managers report changes by email and chat in free form. A copy of employee data in the history of an AI tool needs the same access and retention rules as HR files.

Where to start

The first scope covers the reports of one department, compared with the corrections entered by hand in a closed month. We build this kind of system as part of our AI automations. For the free process review, a description of one case from the last few weeks and the tools it went through is enough. You do not need to send confidential documents, and you receive a written plan within 2 working days.