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Pillar 2

Detection & Transparency

AI Act Art. 50 obligations, AI content labeling, detector tool reviews, C2PA watermarking — the technical and legal infrastructure of AI transparency.

Planning responsible AI adoption? managerAI helps organizations implement AI systems aligned with EU compliance.

Articles

detection

AI Detection Tools in 2026: What Actually Works (and What Doesn't)

An honest guide to AI detection tools — deepfake, voice, and AI-text detectors compared. What each category can and can't prove, how to choose, and where content provenance (C2PA) fits in.

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detection

How to Tell if Your AI Assistant Has Been Compromised

A prompt injection can hijack an AI assistant silently. Here are the behavioural signals that reveal a compromised assistant, the monitoring that catches it, and how transparency standards fit in.

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detection

AI Act Art. 50 From the Reader's Side: How to Spot AI Content Labels and Chatbot Disclosures

Article 50 of the EU AI Act requires labeling AI content and disclosing chatbots — it has applied since 2 August 2026. Here's how to recognize those markers: watermarks, C2PA metadata, bot notices.

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