Draft an EU AI Act Agent-Disclosure Compliance Statement from Your Deployment Notes

The task

You ship an AI agent — a chatbot, a voice assistant, an outbound emailer, something that talks to humans — and some of those humans are in the EU. Article 50 of the AI Act applies as from 2 August 2026, so you need a written disclosure statement your product, support, and legal pages can point to. This workflow turns your existing deployment notes into a first-draft compliance statement in one sitting.

Before AI

Founders usually do one of three things: pay outside counsel €2-4k for a memo, copy a competitor's page and hope, or punt. The DIY version means reading Article 50, the Commission's FAQ, and two law-firm explainers, then mapping each clause onto your product. Budget half a day minimum, and you'll still miss the extraterritorial bit — providers of AI systems established or located outside the EU are also subject to the provisions — which surprises most non-EU founders.

The workflow

You'll feed the model a short set of deployment notes about your agent. Step 1 extracts the compliance-relevant facts. Step 2 drafts the statement. Step 3 stress-tests it.

Step 1 — Extract the disclosure-relevant facts from your deployment notes.

Paste your notes (see sample format below) after this prompt.

You are a compliance analyst helping a founder prepare an EU AI Act Article 50 disclosure statement for an AI agent.

Below are informal deployment notes about the product. Extract a structured fact sheet with these fields, using only what's in the notes. If a field is missing, write "NOT IN NOTES — ASK FOUNDER" so the founder sees the gap.

Fields:
1. Product name and one-line description
2. Provider legal entity (the company that develops/places the system on the market)
3. Deployer(s) (who actually uses it under their authority — may be same as provider, may be customers)
4. Interaction modalities (text chat, voice, email, video, mixed)
5. Whether the agent generates synthetic image/audio/video/text content
6. Whether outputs could constitute a deepfake or AI-generated public-interest text
7. Point at which a natural person first encounters the agent (URL, phone menu, embedded widget, outbound email opener, etc.)
8. Current disclosure copy, if any, and where it appears
9. EU / EEA exposure (users, customers, or targeting)
10. Human oversight or review in the loop

Return as a numbered list. Be terse. Do not invent facts.

Deployment notes:

Product: NudgeBot — an outbound sales SDR agent that emails cold prospects on behalf of our customers (B2B SaaS companies) and follows up in-thread until the prospect replies or opts out.

Company: Larksong Labs Inc., Delaware C-corp, HQ in Austin. No EU entity. We have ~40 paying customers, of which 6 are EU-based (Netherlands, Germany, Ireland, France) and roughly 15% of prospects contacted are in the EU based on domain TLD.

How it works: Customer connects their Google Workspace or Outlook. They upload a prospect list. NudgeBot drafts and sends emails from the customer's own mailbox using GPT-4o-class models. Replies come back to the customer's inbox; NudgeBot reads them and drafts the next message, which the customer can auto-send or review. About 70% of customers run it on auto-send.

Current disclosure: None in the email body. Our ToS mentions "AI-assisted outreach" but prospects never see the ToS. Unsubscribe link is present.

Human oversight: Customer sets tone/goals and can review each message, but most don't. No content moderation on outbound text beyond the LLM's own refusals.

Not doing: No voice, no images, no deepfakes. Text only. Not published as journalism or public-interest content.

Step 2 — Draft the compliance statement.

Using the fact sheet from the previous step, draft a plain-English EU AI Act Article 50 disclosure and compliance statement for this AI agent. Produce TWO artifacts:

ARTIFACT A — In-product disclosure copy (short).
The exact words that must appear at the first point of interaction so a natural person knows they are dealing with an AI system, not a human. Article 50(1) requires this be provided in a clear and distinguishable manner at the latest at the time of the first interaction. If the modality is email, propose a one-line header or signature block. If chat, propose a first-message banner. Keep under 40 words. Provide an English version and note that EU-official-language translations will be needed for the deployer's target markets.

ARTIFACT B — Public compliance statement (longer, for a /ai-transparency page or Trust Center).
Structure it with these headings, in this order:
  1. Who we are (provider identity, legal entity, contact)
  2. What this AI system does
  3. How you can tell you're interacting with AI (references Artifact A)
  4. Provider vs. deployer responsibilities (who is who under the AI Act for this product)
  5. Synthetic content and deepfakes (state whether applicable; if not, say so explicitly)
  6. Human oversight (what a human can and cannot see or override)
  7. Your rights and how to reach a human
  8. Effective date and version

Rules:
- Write for a smart non-lawyer. No corporate padding.
- Where the fact sheet said "NOT IN NOTES — ASK FOUNDER", insert a bracketed [TODO: founder to confirm X] instead of guessing.
- Do not claim certifications, audits, or approvals that were not in the notes.
- Do not cite Article 50 subsections by number in the customer-facing text; keep it readable. You may reference "the EU AI Act" once.

Step 3 — Stress-test it.

Act as a skeptical EU privacy/AI regulator reviewing the statement you just drafted. Produce a review with three sections:

1. GAPS — Article 50 obligations that the statement does not clearly satisfy. Be specific about which obligation and which sentence is missing or weak. Cover at minimum: (a) first-interaction disclosure timing, (b) clear-and-distinguishable manner, (c) accessibility for persons with disabilities, (d) whether the provider is non-EU and therefore needs an authorised representative, (e) deepfake / synthetic-content labeling if any, (f) record-keeping the deployer would need.

2. RISKY CLAIMS — Any sentence that overstates safeguards, oversight, or human review beyond what the deployment notes actually support.

3. FIX LIST — For each gap and risky claim, the exact edit (delete / rewrite / add), in an order the founder can work through in under an hour.

Do not rewrite the whole statement. Just the review.

Gotchas

• Provider vs. deployer is the trap. Under the AI Act, if you build the agent you are usually the provider; your customers using it on their prospects are deployers. Some obligations sit with each. If the model conflates them, the statement will misassign responsibility. The Commission's Article 50 FAQ is the cleanest reference for the split.
• "Obvious to a reasonable person" is not your escape hatch. There's a narrow exception: if it's already obvious to a "reasonable person" — but a cold email from a plausible-sounding name is not obvious. Don't let the draft lean on this.
• Non-EU founders need an authorised representative for some AI system categories. Step 3 flags this but doesn't fix it — you'll need counsel or a service provider.
• Deepfake clause is separate. If your agent generates voice clones or images, deployers must disclose deepfake content to a natural person upon first exposure at the latest. The draft covers this only if your notes mentioned it.
• Translation. The in-product disclosure needs to land in the user's language for EU markets. The prompt flags this; it doesn't do the translation.
• This is a first draft, not legal advice. A practical guide to Article 50 is useful reading before you ship the final version, and counsel should sign off if you're selling into regulated verticals.

Time saved

Roughly 3 hours per statement versus writing it from scratch after reading the primary sources. That's the drafting time only — reviewer sign-off is the same either way. The bigger win is that the fact-sheet step in Step 1 forces you to notice the gaps in your deployment notes before a regulator or a customer's procurement team does.

What we got when we ran it

We executed every prompt above, in order, against the sample input (model: claude-sonnet-4-6). Outputs below are real and unedited apart from length truncation.

Step 1 output

NudgeBot – Article 50 Disclosure Fact Sheet --- **1. Product name and one-line description** NudgeBot — an outbound AI sales-development-representative (SDR) agent that autonomously drafts and sends cold prospecting emails, and manages follow-up threads, on behalf of B2B SaaS customers. --- **2. Provider legal entity** Larksong Labs Inc., Delaware C-corp, headquartered in Austin, TX. No EU/EEA legal entity. --- **3. Deployer(s)** Larksong Labs' paying customers (B2B SaaS companies) — approximately 40 in total, of which 6 are EU-based (Netherlands, Germany, Ireland, France). Deployers operate NudgeBot under their own authority using their own mailboxes. Larksong Labs is the provider; the B2B customers are the deployers within the meaning of the EU AI Act. --- **4. Interaction modalities** Text only (email). No voice, no video, no embedded chat widget. --- **5. Whether the agent generates synthetic image/audio/video/text content** Generates synthetic **text** only (email copy, follow-up drafts) via a GPT-4o-class model. No synthetic images, audio, or video. --- **6. Whether outputs could constitute a deepfake or AI-generated public-interest text** No. Explicitly not deepfakes. Emails are commercial sales outreach, not journalism, political content, or public-interest material. Deepfake or public-interest-text obligations under Art. 50(2)/(4) are not triggered on current facts. *Note: the AI-generated text obligation under Art. 50(1) — disclosure to the natural person they are interacting with an AI system — **is** triggered because prospects interact with an AI agent without being told.* --- **7. Point at which a natural person first encounters the agent** The prospect's email inbox — specifically the **first

…output truncated at 250 words.

Step 2 output

# EU AI Act Article 50 – Disclosure & Compliance Drafts for NudgeBot --- ## ARTIFACT A — In-Product Disclosure Copy ### Proposed email signature block (append to every NudgeBot-sent email) > **This message was written and sent by an AI system (NudgeBot) on behalf of [Customer Company Name]. You are not corresponding with a human. Unsubscribe Word count: 26 words. ✓ Under 40-word limit. --- ### Implementation notes - Placement: Insert as the final line of the email body, above or adjacent to the existing unsubscribe link. It must appear in the first outbound email, not only on follow-ups. - Formatting: Render in the same font as the email body — do not hide it in grey 8pt text or a collapsed footer. It must be "clear and distinguishable." - Do not substitute vague phrases like "AI-assisted" or "automated." The disclosure must make plain that the correspondent is an AI system, not a human. - Deployer responsibility:** Because NudgeBot sends from the deployer's mailbox under the deployer's brand, the deployer (Larksong Labs' B2B customer) is the party legally required to ensure this line is present in their jurisdiction. --- ### Translations required for active EU markets Deployers targeting prospects in the following markets should use the local official language. The line below is provided in English; deployers must arrange verified translations before sending into each market. | Market | Language needed | |---|---| | Netherlands | Dutch | | Germany | German | | Ireland | English (already covered)

…output truncated at 250 words.

Step 3 output

# Regulatory Review: NudgeBot Article 50 Disclosure Statement Reviewer posture: EU AI Act / GDPR supervisory authority, pre-enforcement desk review --- ## SECTION 1 — GAPS ### (a) First-interaction disclosure timing Obligation: Art. 50(1) requires disclosure at the latest at the time of the first interaction. The statement says the disclosure line appears in "the first email … and in every follow-up." However, the signature block is appended to the bottom of the email body. There is no requirement in the draft that the disclosure appear before the substantive sales content — i.e., a prospect reads the pitch first, then finds the disclosure at the bottom. Weak sentence: "This line appears in the first email you receive and in every follow-up in the same thread." What is missing: An explicit requirement — stated in both Artifact A implementation notes and the public statement — that the disclosure must be above, or immediately adjacent to, the opening line of the email, not placed after the commercial content. "At the time of" the interaction is not satisfied by a footer the reader may never scroll to. The implementation notes say "above or adjacent to the existing unsubscribe link," which places it at the bottom — this directly conflicts with the timing obligation. --- ### (b) Clear-and-distinguishable manner Obligation: Art. 50(1) specifies disclosure in a clear and distinguishable manner. Weak sentence: "Render in the same font as the email body — do not hide it in grey 8pt text." What is missing: The

…output truncated at 250 words.