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AIF-C01 Practice Question: Developing an AI system that generates news…
A company is developing an AI system that generates news articles. To comply with transparency regulations, they must clearly indicate when content is AI-generated. Which action should they take?
⚠ Common exam trap
AIF-C01 often tests the misconception that invisible watermarking alone satisfies transparency requirements, when regulations actually demand perceivable disclosure to end users.
Answer choices
Why each option matters
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
Include a disclaimer in the article metadata and a visible label stating 'This content was generated by AI'
Transparency regulations (such as the EU AI Act's Article 50 and similar disclosure requirements) mandate that AI-generated content be clearly identifiable to the audience. Option D satisfies this by combining a machine-readable disclaimer in the article metadata with a human-readable visible label, covering both automated detection and end-user awareness. This dual approach is the standard compliance pattern for generative AI disclosure.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Register the model with a government agency
Why it's wrong here
Registering the model with a government agency is a compliance filing, not an in-output disclosure, so readers of the articles still cannot tell the content is AI-generated. It is tempting because registration is a genuine regulatory step in some jurisdictions, but it would be correct where the requirement is model notification rather than content labelling.
- ✗
Remove any identifiable information about the model from the output
Why it's wrong here
Stripping model-identifying details conceals provenance rather than disclosing it, directly contradicting the transparency requirement to label AI-generated content. It is tempting because anonymisation is a recognised privacy control, but it would be the right action when protecting training-data subjects or proprietary model details, not when disclosing AI authorship.
- ✗
Use a watermark that is invisible to users
Why it's wrong here
An invisible watermark cannot satisfy a transparency obligation that requires readers to be clearly told content is AI-generated; disclosure must be perceptible. It is tempting because watermarking supports provenance and deepfake detection, but it suits authenticity verification and tracing, not the visible labelling this regulation demands.
- ✓
Include a disclaimer in the article metadata and a visible label stating 'This content was generated by AI'
Why this is correct
Labelling both the article metadata and the visible page satisfies transparency rules requiring disclosure that content is machine-generated. Metadata supports automated detection and audit, while the visible label informs human readers, covering both machine-readable and human-readable disclosure obligations.
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Written and reviewed by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
Last reviewed September 2026 · checked against the official Amazon Web Services exam blueprint
This AIF-C01 practice question is part of Courseiva's free Amazon Web Services certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the AIF-C01 exam.