Personio and AI for HR: how an HR team attached its writing work to the source of its data

A company with around 280 employees, Personio in use for two years, master data clean. Everything around it ran by hand: reference letters from the last document, candidate emails typed freely, the monthly report on Sunday evening. Three months later three routines were running, Personio remained the only source, and the works council had seen every export before it ran for the first time.

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In short

In this project Personio was the system of record, the place where personnel data is stored and maintained. The company's AI tool received only what a routine exported from Personio, and kept nothing. Three routines came out of it: the reference-letter draft from an export with five fields, candidate status emails from Personio Recruiting with templates in the house tone, and the monthly report for management in plain language without personal data. The works council (Betriebsrat, the elected employee representation) sat at the table from week one; the existing works agreement on Personio was extended by the AI steps in parallel with the build. After three months the team ran the routines on its own.

Nick Schäfer, AI for HR teams, Frankfurt am Main
At a glance

The project in three months

No new system, no migration. Personio stayed where it was and remained the only source. The build started in week one with the works council; the addendum to the agreement ran in parallel and took three months. Then the team ran alone.

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Starting point

The company, around 280 employees, services with two sites, had done its homework. Personio had been live for two years, and the system sat: joiners, leavers, absences, master data, all maintained and current. The HR team consisted of three people, a head of HR and two HR officers, thinly staffed for a company that size. It was proud of its data quality, rightly so.

Only the writing work carried on as if Personio did not exist. Whoever needed a reference letter opened the last similar one in Word, swapped name and period and hoped the job description still fit. Candidate status emails were typed freely, by whoever had time, in the tone that person had that day. And the monthly report for management came together on Sunday evening: an export from Personio, pulled into Excel, three sentences of explanation underneath, sent shortly before midnight.

It tipped in a management meeting. The report showed high turnover in one department, the managing director asked for the reason, and nobody at the table could explain the figure, not even the head of HR who had sent it. The same week a candidate received two emails from two colleagues, one with an invitation, one with a rejection. The head of HR called me and said the system was clean, the problem was everything that comes after it. At the first meeting she, the data protection officer and the works council chair sat at the table. The chair had negotiated the Personio rollout and said straight away that the agreement from back then did not contain the word AI. That was the starting point.

Approach

Week one belonged to the stopwatch, as always. For one week all three noted which task started with a look into Personio and ended in Word or the mail client, how often it came and which fields it really needed. Three routines ended up at the top: the reference letter, the candidate status email and the monthly report. The same day we wrote down a principle that still sits above the agreement today: Personio is the source, the company's AI tool is never the storage. Which AI tool the company uses did not matter for the principle, and it stayed interchangeable throughout the project.

The first routine was the reference letter. Instead of copying the last document, HR exports from the Personio profile only what a letter needs: position, period, department, job description, manager. Added to that are the manager's bullet points. Both go into the house reference-letter prompt, which knows the grading levels and the wording the company uses. The draft comes back, HR checks every grade, verifies names and dates against Personio and signs. The works council chair sat next to us during the first run and wanted to see what the prompt receives and what it does not.

This is where the snag came. The first export we pulled from Personio contained salary fields, the date of the last pay adjustment and the sick-day counter, because the default template simply took everything in the profile. Nobody had wanted that, nobody had noticed, until the data protection officer opened the file. Together with him we cut the export template down to five fields and saved it in Personio as a dedicated template, so that nobody picks the default template again by accident. The incident was later written into the works agreement word for word, as an example of why export templates belong in the contract.

The second routine was the candidate status emails. For each status in Personio Recruiting the team collected three good emails from recent months, removed the names, and the company's AI tool built one template per status in the house tone. The templates have lived in Recruiting since then; when sending, HR adds one personal sentence. Two contradictory emails to one candidate are no longer possible, because the status in Personio determines the text and not the person who happens to be writing. The third routine was the monthly report: HR condenses the report in Personio to figures per department and month, without a single person in the export, and the AI explains the table in five sentences. HR checks every statement against the table and sends report and explanation together. The turnover in that one department, by the way, had a simple reason that was in the export: three fixed-term contracts had ended in the same month.

The works agreement ran in parallel. The existing agreement on Personio stayed in place and received an addendum: the three routines, the export templates with their fields, the review step by HR before anything is sent, the works council's control rights, and that every new routine is shown to the works council first. Alongside that we tightened roles and permissions in Personio, two accounts from the rollout period could still access areas nobody needed any more. The works council met every three weeks, the data protection officer reviewed the data processing agreement with the AI vendor. After three months the addendum was signed, the three routines were running, and the team ran them without me.

Outcome

A reference letter now starts with an export of five fields and the manager's bullet points, not with the last document. A candidate receives the email that belongs to their status in Personio, no matter who sends it. The monthly report goes to management with an explanation HR has checked against the figures, and the questions in the meeting are about the matter rather than the table. Sunday evening belongs to the head of HR again.

Personio has remained the only source, no record has changed where it lives, the company's AI tool has kept nothing. The works agreement names the three routines, the export fields, the review step and the procedure for new routines. At the six-month review the team proposed a fourth routine, the reminder for the probation review based on the start date in Personio, and agreed it with the works council on its own. That it needed nobody from outside for that was the goal.

The frame

Built with the works council, settled by month 3

Personio as the only source answers the question of where the data lives. It does not answer what the AI may see of it and who controls that. That is why the works council sat at the table from the first build session, and why the export templates are part of the agreement.

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Does this fit your company?

  1. You have Personio, but the texts are written in WordThe most common case. The project needs no new system, only three lean export templates, three prompts and the addendum to the works agreement.
  2. Your works agreement on Personio dates from the rolloutThen it says nothing about AI. The addendum grows out of the signed-off routines in parallel with the build, instead of renegotiating the agreement.
  3. Your monthly report comes together on Sunday eveningThe figure is there, the explanation is missing. The report export without personal data and five checked sentences are the fastest way in.

Frequently asked questions

Does our personnel data leave Personio?

Only what a routine needs, as an export for that one task. For a reference letter in the project that was five fields, no salary, no sick days, no address. For the report, figures per department, no persons. The company's AI tool receives the export, delivers the text and keeps nothing. What your AI vendor guarantees contractually is for your data protection officer to review; I do not replace them.

Does the project use Personio's own AI features?

We check that in week one in your account and in the documentation, instead of assuming. In the project Personio was the data source, the texts were written with the company's AI tool. Which tool that is stays interchangeable; the principle stays the same.

What happens after the three months?

The team runs the routines itself, export templates and prompts sit in the team folder, the review date is set. Whoever wants to attach further routines to Personio shows them to the works council first and builds them in the next project or in the fractional model.

How many hours do your HR routines take each week?

Three numbers, one result. The detailed calculation with every assumption arrives by email.

Hours tied up per week, estimated45 h
27 hof that freed up every week with clean routines, in my experience

The detailed breakdown shows every assumption.

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Assumptions: 6 h per open role per week, 1 h per reference letter, 3 h of questions per HR headcount. Each one adjustable.

Thanks. The breakdown with your figures comes personally by email within one working day.

Shall we look at your routines?

30 minutes, directly with me. You describe what takes the hours, I tell you which three routines this tool carries in your team and what the works council will ask.

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