Tool Gate · How it works

How the AI Disclosure & Labeling gate works

How the AI Disclosure & Labeling gate audits your AI surfaces against EU AI Act Article 50 transparency obligations: each surface rolled up to the worst, with a deceptive-surface gate where one synthetic surface passed off as real with no disclosure carries the whole set to EVIDENCE GAPS PRESENT AS DESCRIBED — which is how a set that's 4-of-6 clear still reads EVIDENCE GAPS PRESENT AS DESCRIBED, because an undisclosed deepfake ad is exactly what Article 50 targets. A readiness aid, not a conformity assessment and not legal advice.

How the gate works

This tool grades your AI surfaces against EU AI Act Article 50 transparency obligations. It reads 6 AI surfaces and rolls them into one verdict — the worst, never the average — and then a gate that can only make it worse.

The 6 AI surfaces

SurfaceVerdict
Support chatbot on /helpCLEARinteraction disclosed
AI product images (catalog)CLEARmarked
AI voiceover on explainerCLEARmarked
Spokesperson "deepfake" addeceptive · fix firstEVIDENCE GAPpresented as real · no mark, no label
AI-drafted market commentaryCLEAReditorial exempt
AI-generated social videoFIXmark partial

The verdict bands

READY
every surface clear
FIX
a surface only partly labeled
EVIDENCE GAPS PRESENT AS DESCRIBED
a surface missing its disclosure, or a deceptive synthetic surface
Deceptive-surface · worsen-only

A synthetic surface presented as real with no machine-readable mark — a deepfake ad with no label — is deceptive, and one deceptive surface carries the whole set to EVIDENCE GAPS PRESENT AS DESCRIBED however clean the rest is. Undisclosed synthetic content passed off as real is the exact harm Article 50 targets.

In the worked sample it reads EVIDENCE GAPS PRESENT AS DESCRIBED — Four of six surfaces are clear and one is only partly marked — but the spokesperson "deepfake" ad is presented as real with no machine-readable mark and no deepfake label. That's a deceptive synthetic surface, and one deceptive surface carries the whole set to EVIDENCE GAPS PRESENT AS DESCRIBED however clean the rest is: undisclosed synthetic content passed off as real is exactly what Article 50 targets. Marked fix first on this sample: The spokesperson "deepfake" ad is presented as real with no machine-readable mark and no deepfake label — a deceptive surface. Add the mark and the deepfake disclosure, or stop presenting it as real, before anything else.

Common questions

Can every surface look survivable on the AI Disclosure & Labeling gate and the company still read EVIDENCE GAPS PRESENT AS DESCRIBED?

Yes. The roll-up takes the worst of 6 AI surfaces — never the average — then a worsen-only gate, the Deceptive-surface gate, escalates when trouble clusters. In the worked sample it reads EVIDENCE GAPS PRESENT AS DESCRIBED because four of six surfaces are clear and one is only partly marked — but the spokesperson "deepfake" ad is presented as real with no machine-readable mark and no deepfake label. That's a deceptive synthetic surface, and one deceptive surface carries the whole set to EVIDENCE GAPS PRESENT AS DESCRIBED however clean the rest is: undisclosed synthetic content passed off as real is exactly what Article 50 targets.

What is a worsen-only gate?

A rule that can only lower a verdict, never raise it. One gate-triggering gap overrides an otherwise-set of survivable lines, because a single gate-triggering gap shouldn't hide behind an average of the healthy ones. Where something is short, the fix-first row names it — here, "The spokesperson "deepfake" ad is presented as real with no machine-readable mark and no deepfake label — a deceptive surface. Add the mark and the deepfake disclosure, or stop presenting it as real, before anything else.".

A pre-publish readiness audit for EU AI Act Article 50 transparency obligations — not a conformity assessment, not legal advice, and not a watermarking or detection tool. It reports which Article 50 disclosures the law expects for each surface and whether you say you carry them; "EVIDENCE GAPS PRESENT AS DESCRIBED" describes the disclosure evidence you entered, not your legal position. Article 50 transparency is separate from the high-risk (Annex III) regime (deadline 2 Dec 2027); this kit asserts no August-2026 high-risk deadline. The Act’s text and timelines are still moving — confirm current obligations with qualified counsel.

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<iframe src="https://redhub.ai/visuals/tool/ai-disclosure-labeling-readiness-kit.html" title="How the AI Disclosure & Labeling gate works — RedHub AI" width="760" height="1971" loading="lazy" style="border:0;width:100%;max-width:760px"></iframe>
<p style="font:14px/1.5 system-ui,sans-serif"><a href="https://redhub.ai/visuals/tool/ai-disclosure-labeling-readiness-kit">How the AI Disclosure & Labeling gate works</a> — by <a href="https://redhub.ai">RedHub AI</a>, the AI that tells you when to doubt it.</p>

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<a href="https://redhub.ai/visuals/tool/ai-disclosure-labeling-readiness-kit"><img src="https://redhub.ai/visuals/tool/ai-disclosure-labeling-readiness-kit-share.png" alt="Diagram of the AI Disclosure & Labeling gate: six AI surfaces rolled up to the worst, a deceptive-surface gate, and a set reading EVIDENCE GAPS PRESENT AS DESCRIBED because a deepfake ad is presented as real with no mark or label." width="760" loading="lazy" style="max-width:100%;height:auto;border-radius:16px"></a>
<p style="font:14px/1.5 system-ui,sans-serif"><a href="https://redhub.ai">RedHub AI</a> — the AI that tells you when to doubt it.</p>

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This is how AI Disclosure & Labeling Readiness Kit works. More diagrams in the Visual Field Guide.