Guide: An AI Transparency Check, Does This Need an AI Label?
Does This Need an AI Label? An AI Transparency Check Suggested meta description: A lightweight transparency check for one AI interaction or piece of synthetic content before it goes live.
Does This Need an AI Label?
A lightweight transparency check for one AI interaction or piece of synthetic content before it goes live.
“AI-generated” is the start of the question, not the answer.
What this Guide helps with
Use it for customer-facing AI interactions, synthetic images/video/audio/text and generative features where someone needs to decide whether disclosure, labelling or machine-readable marking applies.
Keep it small
Pick one interaction or asset today, not the whole transparency policy.
The Pattern behind this Guide
Article 50 Content Labelling — this public Pattern quiz leads into this Guide.
The check
Describe what the person sees, hears or interacts with.
Record whether you are providing the system, deploying it, publishing content or relying on a supplier.
Internal, customer-facing, public communication, media, product feature or another use.
Interaction disclosure, content labelling/disclosure, provider marking/detectability or another route.
Write what was decided, why and what vendor/technical evidence supports it.
Name who checks the transparency step before the content or interaction goes live.
Use this small log
| Use case | Transparency question | Decision owner | Evidence |
|---|---|---|---|
| Customer chatbot | Interaction disclosure? | Product owner | UI notice + vendor documentation |
| Synthetic campaign image | Content labelling / disclosure? | Marketing + legal review | Asset provenance + publishing record |
| Generative content feature | Provider marking / detectability? | Product / engineering | Technical marking documentation |
Where this commonly hides
Quick examples
| What you see | Question to ask |
|---|---|
| A chatbot starts a customer conversation | Does the person know they are interacting with AI? |
| A synthetic image is published | What transparency or labelling rule applies to this use? |
| A generative feature produces content at scale | Which provider marking / detectability duties apply? |
| Everyone assumes the vendor handles it | Which part of the transparency decision still belongs to us? |
The Satire
The content was generated automatically but the label decision needed six humans, three forwards and a Friday 16:57 meeting invite for 7:59am Monday.
Pattern quiz
AI Made This. Does It Need a Label?
Take the quick quiz that leads into this Guide.
More Patterns
Keep spotting what returns.
Explore more quiz-led workplace Patterns.
More Guides
Follow the work.
Use another lightweight Guide on one real workflow.
Want the deeper version when it lands?
The deeper Article 50 Content Labelling Insight and future toolkit are coming later. Subscribe for the next Pattern drop and we will let you know when they land.
Planning aid only, not legal advice. Verify official EU guidance and applicability for the specific system, role, use case and jurisdiction before acting.