AI and monitoring of staff performance or behaviour: where the line is
An AI platform counts as a technical device for monitoring performance and behaviour as soon as it could record such data. Staff representatives therefore have a say. A log for security and proof is allowed, with a clear purpose, short retention and access only for a specific reason. Per-person analyses need a legal basis and an agreement, AI-based assessments of staff are high-risk, and emotion recognition at work is prohibited.
When does an AI platform count as a monitoring device?
As soon as it could record data on behaviour or performance. According to the German Federal Labour Court, objective suitability is enough; the employer does not need to intend it (BAG, 13.12.2016, 1 ABR 7/15). That is why the works council, the staff council or, in church institutions, the employee representation body (Mitarbeitervertretung) has a say when the platform is introduced (§ 87 para. 1 no. 6 BetrVG, the Works Constitution Act; § 80 para. 1 no. 21 BPersVG, the Federal Staff Representation Act; church law). The rights are set out in detail in the guide Codetermination on AI.
An AI platform can typically record:
- Sign-ins: who signs in and when.
- Use: which ID uses which app or connection to a system.
- Content: questions, uploaded documents and answers, if they are stored or logged.
- Consumption: the volume of requests, for example for billing.
Such data has to exist for security and proof. The question is what it may be used for.
Where is the line?
| Use | Classification | What applies |
|---|---|---|
| Log for security, troubleshooting and proof | permitted with an agreement | define the purpose, limit retention, access only for a specific reason |
| Consumption for the whole organisation, for example for billing | permitted | not critical without reference to individual persons |
| Statistics per person: who, how often, for how long, with what result | monitoring of performance or behaviour | only with a legal basis and an agreement with the staff representatives, usually ruled out |
| Analysis of the content of individual persons’ questions | monitoring of behaviour | limit narrowly, inform staff clearly in advance |
| AI assesses performance or behaviour, for example for appraisals or promotion | high-risk AI under Annex III no. 4 of the EU AI Act | strict obligations from 2 December 2027, a human makes the decision |
| Emotion recognition at the workplace | prohibited since 2 February 2025 | Art. 5(1)(f) EU AI Act, exceptions only for medical or safety reasons |
What does employee data protection say?
Even with the staff representatives’ consent, any processing of employee data needs a legal basis and a fixed purpose (Art. 5 and Art. 6 GDPR). A works agreement or service agreement can itself be the legal basis if it meets the requirements of Art. 88(2) GDPR: suitable and specific measures to safeguard the dignity, legitimate interests and fundamental rights of staff, explicitly including monitoring systems at the workplace (§ 26 para. 4 BDSG, the Federal Data Protection Act).
Since the CJEU judgment of 30 March 2023 (C-34/21) on an identically worded provision in the German state of Hesse, the following applies: a general national permission for employee data only holds if it meets the requirements of Art. 88 GDPR. Most commentators say § 26 para. 1 BDSG does not, so employers usually rely on Art. 6 GDPR. That makes a carefully worded agreement with a clear purpose all the more important.
Which questions should you ask the provider?
Whether an AI platform lends itself to monitoring depends on its technology. These questions help staff representatives and data protection:
- What is in the log: names or only IDs, content or only actions?
- Can the content of questions and answers be logged, and do staff see when this is switched on?
- How long are logs kept, and who sets this?
- Can log entries be changed or deleted?
- Which analyses do administrators see in the dashboard and reports, and can they be attributed to individual persons?
- Which roles exist, and where do they come from?
- Where are chat histories stored, and who can read them?
The answers belong in the annex to the agreement. A template agreement with an annex for the log settings is presented in our guide to a model service agreement for AI.
What applies in Austria and Switzerland?
In Austria, control measures and technical systems that affect human dignity require the works council’s consent in a works agreement (§ 96 para. 1 no. 3 ArbVG, the Labour Constitution Act). In Switzerland, systems intended to monitor behaviour at the workplace must not be used (Art. 26 ArGV 3).
How does this work with basebox?
With basebox, logging serves security, not performance monitoring. Roles come from your directory service; no new profiles are created. In detail:
- Audit log: It records who did what and when, for example sign-ins, changes to permissions, configuration and connector calls, with IDs instead of names or email addresses. Entries cannot be changed and cannot be deleted individually.
- Dashboard: Your administrator sees usage, including per person, but no questions and no content.
- Content: Questions and answers are left out as long as your administrator does not switch on detailed logging. When it is switched on, everyone sees a notice in the chat that cannot be turned off.
- Retention: The audit log is kept for 6 months, adjustable from 3 to 36 months. System logs are deleted after 7 days unless you set something else.
- Roles: Deliberately few: people and administrators.
- Chat history: It stays in the person’s browser until they delete it.
- No assessment of staff: basebox makes suggestions; people make the decisions.
Because the dashboard shows usage per person, basebox is objectively suitable for recording behaviour. That is enough for codetermination under § 87 para. 1 no. 6 BetrVG, regardless of whether anyone intends to analyse the figures. The service agreement or works agreement can settle:
- who may see the dashboard,
- that per-person figures are not used to monitor performance or behaviour,
- whether and when logging of questions is switched on,
- how the staff representatives are informed.
Not legal advice: This guide reflects the situation as of 11 October 2026. Case law on employee data protection is evolving, and staff representation law and church law differ in detail. Have the agreement and the data protection impact assessment reviewed for your organisation.
Frequently asked questions
May a manager see how often someone uses the AI?
Only if there is a legal basis for it and an agreement with the staff representatives. The opposite is common: the agreement rules out any analysis of who works with the AI, how often, for how long or with what result.
May a log be analysed if there is a suspicion?
The agreement should settle this: access only for a specific reason such as a security incident, by named persons, under the four-eyes principle, documented and with the staff representatives informed. Anything obtained without these rules must not be used for personnel measures.
Is an AI that corrects texts written by staff a form of performance monitoring?
Not as long as only the person themselves sees the result. It becomes critical when corrections, error rates or processing times are stored and made accessible to others. Then codetermination and employee data protection apply.
Does this also apply in Switzerland?
Switzerland has no codetermination as in Germany, but Art. 26 ArGV 3 (Ordinance 3 to the Swiss Labour Act) prohibits systems intended to monitor behaviour at the workplace. Where such systems are needed for other reasons, for example security, they must be designed proportionately.
Sources
- Section 87 BetrVG: codetermination rights, para. 1 no. 6 (gesetze-im-internet.de, German) ↗
- Federal Labour Court (BAG), decision of 13.12.2016, 1 ABR 7/15: objective suitability for monitoring is sufficient (German) ↗
- Section 80 BPersVG: codetermination in organisational matters, para. 1 no. 21 (gesetze-im-internet.de, German) ↗
- Section 26 BDSG: data processing for employment purposes (gesetze-im-internet.de, German) ↗
- Regulation (EU) 2016/679 (GDPR), Art. 5, Art. 6 and Art. 88 (EUR-Lex) ↗
- CJEU, judgment of 30.03.2023, C-34/21 (Hauptpersonalrat Hessen), curia.europa.eu ↗
- Regulation (EU) 2024/1689 (EU AI Act), Art. 5(1)(f), Art. 26(7), Annex III no. 4 (EUR-Lex) ↗
- Austria: Labour Constitution Act (ArbVG), § 96 (RIS, German) ↗
- Switzerland: Ordinance 3 to the Labour Act (ArGV 3), Art. 26 (Fedlex, German) ↗
This article was created with the help of AI, based on the sources listed. Responsible for the content: basebox GmbH. Not legal advice, no liability. Research as of 11 October 2026.