Insights and updates

From emerging regulation to deal mechanics, we write about the questions founders and investors actually ask — practical analysis you can put to work.

Synthetic Content

Synthetic content is audio, image, video or text generated or significantly manipulated by AI. Under AI Act Article 50 it must carry machine-readable marking from 2 August 2026, with visible labels for deepfakes and public-interest text.

Deepfake (EU AI Act Definition)

Under the EU AI Act, a deepfake is AI-generated or manipulated image, audio or video content resembling existing persons, objects, places or events that would falsely appear authentic — triggering a visible disclosure duty from 2 August 2026.

AI Watermarking

AI watermarking embeds detectable signals into AI-generated audio, image, video or text so machines can identify the content as synthetic — one of the techniques providers can use to meet the AI Act’s Article 50 marking duty.

Content Credentials (C2PA)

Content Credentials are cryptographically signed provenance metadata based on the C2PA standard, recording how a media file was created and edited — the emerging de facto answer to the AI Act’s machine-readable marking duty.

Text and Data Mining (TDM) Exception & Opt-Out

The TDM exceptions (DSM Directive Arts. 3–4) permit mining lawfully accessed works — but commercial mining is subject to rights-holder opt-outs, which AI Act Article 53 obliges GPAI providers to respect through a copyright policy.

Training Content Summary (GPAI)

The training content summary is the public document GPAI providers must publish on the AI Office template, describing the data used to train the model — including for fine-tuned modifications, covering the modification’s data.

Article 50 Transparency Obligations (EU AI Act)

Article 50 requires disclosing AI interaction to users, machine-readable marking of AI-generated content, visible deepfake labelling and emotion-recognition notices — applicable from 2 August 2026 and not postponed by the omnibus.

Provider (EU AI Act)

A provider develops an AI system or GPAI model (or has one developed) and places it on the market or puts it into service under its own name or trademark — the role carrying the heaviest AI Act obligations.

Deployer (EU AI Act)

A deployer is any natural or legal person using an AI system under its authority in the course of a professional activity — the AI Act role that carries use-side obligations such as human oversight, input control and, for some systems, a FRIA.

General-Purpose AI Model (GPAI)

A GPAI model is an AI model trained on broad data at scale that can competently perform a wide range of tasks and be integrated into many downstream systems — the EU AI Act’s category for foundation models, regulated since 2 August 2025.