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Legal & Privacy

Data Protection
& AI

For the people who have to say yes or no: DPOs, legal counsel and works councils. What GDPR actually requires when AI enters the workplace — and how to enable adoption instead of just blocking it.

Half-day (4h) DPOs, legal, works council On-site or remote English or German

Why this workshop

"No" is not a data protection strategy.

When AI tools arrive in the workplace, data protection officers and works councils end up in an impossible position: approve something they can't fully assess, or block it and watch it happen anyway — in the shadows, without contracts, without controls, without any of the safeguards a proper review would have secured.

The way out is competence, not caution. GDPR does not prohibit AI — it sets conditions: a valid legal basis, transparency, purpose limitation, data minimisation, answers to the hard questions about retention and deletion when personal data has flowed through a model or a vendor's logs. Those conditions are workable — if you know where the real friction points are and what good vendor terms look like.

This workshop gives privacy and employee-representation professionals exactly that working knowledge: concrete enough to review a DPA line by line, practical enough to turn the works council from a late-stage veto into an early-stage design partner.


Agenda

What we work through

01

AI through the GDPR lens

Where personal data actually flows in AI systems — prompts, logs, embeddings, fine-tuning — and which processing operations you're really approving.

02

Legal bases & transparency

Legitimate interest vs. consent in workplace AI, information duties, and the automated-decision boundaries of Article 22.

03

The DPIA in practice

When a data protection impact assessment is required for AI, and how to run one that produces decisions instead of paperwork — with a template we fill in against a real tool.

04

Vendor contracts that hold

DPAs, sub-processor chains, international transfers, "we may use your data to improve our services" clauses — what to accept, negotiate, or refuse.

05

Retention & deletion

What deletion means when data has entered logs, backups, embeddings or training sets — honest technical limits and defensible positions.

06

Co-determination done early

The works council's role in AI adoption: information rights, framework agreements (Rahmen-BV), and how early involvement speeds adoption up rather than slowing it down.


Who it's for

Data protection officers and privacy teams reviewing AI tools and vendors
In-house legal counsel negotiating AI vendor contracts and DPAs
Works council members shaping co-determination on AI in the workplace

What you leave with

A DPIA template tuned for AI systems, applied once during the session
A vendor assessment checklist for AI DPAs, sub-processors and transfer questions
Defensible positions on retention and deletion for AI-processed data
A blueprint for a works-council framework agreement on AI use
The confidence to say a fast, well-founded yes — and a precise no

At a glance
Duration
Half-day (4h)
Group size
Up to 15
Location
On-site or remote
Pricing
On request

Good to know

Is this workshop off-the-shelf?

No. Before every workshop we run a 30-minute briefing call and tailor examples, exercises and depth to your industry, your stack and your team's starting point. The agenda above is the frame — the content inside it is yours.

What does it cost?

Pricing depends on group size, location and how much customisation your context needs. We'll give you a fixed quote after the briefing call — no surprises, no hidden day rates.

On-site or remote?

Both work. On-site tends to be stronger for group discussion and hands-on exercises; remote splits well into two half-sessions. We run workshops across Europe in English or German.

Is this German-law specific?

GDPR content applies EU-wide. The co-determination module is built on German works-constitution law (BetrVG) but adapts to Austrian and other European frameworks — tell us your jurisdiction in the briefing call.

Enable AI adoption.
Keep the data safe.

Book a free strategy call

A free 30-minute get-to-know call — we look at your situation, confirm this is the right format and find out if it’s a fit. No pitch, no commitment.

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