AI bootcamp for EU affairs, day 4: stop theorising and start building
Build the first half of a real EU advocacy campaign: establish your evidence base, brief your AI workspace, research the issue, define your public narrative, map stakeholders and turn the strategy into clear public-facing messages.
Sebastián Rodríguez Pérez is a European campaign strategist with direct experience running and advising campaigns for some of Europe's largest pro-European organisations. He founded the European Campaign Playbook to codify practitioner knowledge across the EU's 27 political environments and make it accessible to campaign professionals, advocacy teams, and civic organisations working at the European level. His work spans electoral strategy, EU public affairs, digital campaigning, and the integration of AI tools into political communication workflows.
Disclosure
Sebastián Rodríguez Pérez is the founder of the European Campaign Playbook and Campaign Intelligence Library. He has worked with pro-European organisations across multiple EU member states. He maintains editorial non-partisanship in all published content; where articles relate to campaigns or organisations he has directly worked with, this is disclosed within the article. He holds no current positions in active electoral campaigns.
What it covers
A practical campaign-building workflow using the advocacy canvas: organisational research, reusable context, deep research, public narrative, stakeholder mapping, audience inclusion and channel-ready communication drafts.
Who it is for
EU public affairs, advocacy, policy and communications professionals who understand the basics of AI and now want to apply it to a structured campaign workflow without outsourcing strategic judgement to the model.
When to use it
Use this at the beginning of a new advocacy or public affairs campaign, or when an existing campaign needs a strategic reset. Complete it before moving into channel planning, paid distribution or campaign rollout.
Key takeaway
You lead the campaign; AI supports the work. Start with a framework. Give the system relevant context. Ground research in primary sources. Separate evidence from interpretation. Check who is missing. Keep strategic and ethical decisions human-owned.
In brief
- Do not start with prompts. Start with a campaign framework and a clearly defined objective.
- Build from evidence: first understand your organisation and the issue, then move into narrative and communication.
- Store stable organisational context separately from current research so the model does not confuse long-term facts with temporary campaign assumptions.
- Use research tools to gather and compare evidence, but verify material claims against primary sources.
- Treat public narrative as a human leadership exercise: AI can help structure and challenge it, but it should not invent your values or experiences.
- Map stakeholders using verified public information and distinguish formal authority, public position and your interpretation.
- Use audience exercises to test accessibility and representation, and keep sensitive political characteristics and microtargeting out of scope.
- Draft messages only after the evidence, narrative and audiences are clear; then test them for accuracy, clarity and consistency.
Framework
The advocacy workflow
The advocacy canvas as a sequence of stages. Each stage uses the verified output of the one before. Day 4 covers the foundation, why, who and what; the next episode moves into execution.
| Layer | Label | Description |
|---|---|---|
| Foundation | What do we know? | Verified organisational and issue research (day 4) |
| Why | Why does this issue matter? | Public narrative and theory of change (day 4) |
| Who | Who is involved, affected or responsible? | Stakeholder and audience landscape (day 4) |
| What | What do we need to communicate? | Message architecture (day 4) |
| How, when and where | How will we execute? | Channels, content, sequencing and measurement (next episode) |
Day four starts with building
By the end of this article
You will have:
- a verified organisational brief;
- a reusable AI project brief for your organisation;
- an evidence-backed issue research pack;
- a first public narrative explaining why the issue matters;
- a stakeholder landscape grounded in public sources;
- an audience-inclusion check;
- a set of channel-ready message drafts;
- a partially completed advocacy canvas ready for the next episode.
Stop theorising and start building
The first three days gave you the foundations: how prompts change outputs, how modern AI systems generate answers, and how to choose an appropriate model and reasoning level.
Day four is different. You are going to build something.
The exercise takes a campaign from evidence to communication using one framework and a sequence of connected tasks. Each output becomes an input for the next step.
That is also the first important lesson: a useful AI workflow is rarely one brilliant prompt. It is a sequence of bounded tasks, with human decisions between them.
AI can research, organise, compare, draft and challenge. It cannot decide why your organisation exists, whose interests you represent, whether your campaign objective is legitimate, or what strategic trade-offs you are willing to make.
Those decisions stay with you.
What this workflow teaches
By working through the exercise, you will practise how to:
- break a campaign into separate AI-assisted tasks;
- carry verified information from one stage into the next;
- distinguish research from interpretation;
- challenge gaps and unsupported assumptions;
- use AI to generate options without delegating strategic decisions;
- build reusable campaign artefacts that outlive the chat window.
Who will benefit most
This is especially useful for:
- public affairs teams starting a new issue campaign;
- advocacy organisations refreshing an existing campaign;
- communications teams turning policy work into public-facing material;
- small organisations without a dedicated research or campaign-strategy function;
- teams developing repeatable AI-assisted campaign workflows.
Your first move? Have a framework.
As a senior campaigner, you need to know where you’re going. That’s what the advocacy canvas gives you, and these prompts are built to support it.
The advocacy canvas is the operating system for this exercise. Every prompt should produce an output that fills one part of it:
- why we exist
- who we’re reaching
- what we want to say
- how, when and where we do it
It also helps me plan internal comms, get buy-in from teams, and make sure everyone’s on the same page.
Day 4 covers the foundation, why, who and what. The next episode moves into execution.
Download your working canvas
Open the tool you picked on day 1 and work through the prompts in order. Each one builds on the last, and you review each output before it becomes the next input.
Every prompt from this bootcamp is collected in the AI prompt library.