"AI doesn't need better prompts.It needs better context."
Taught byAntonio FragosoFreelance Creative Director, OpenAI Former Global Creative Director, TikTok
The class in brief
Guest creative director Antonio Fragoso taught how to get real copy out of a model: build the full creative context first, then ask for the writing. The class built complete campaign systems live, one per World Cup team. After this page you can build the 8-element campaign system for a real project and judge your own longlist with the three judge prompts.
The night at a glance
Why this matters · 6:25 PM
The model remixes what already exists. That makes it predictable. You are not.
Antonio's opening argument: language models recombine what they were trained on, so left alone they produce the average of everything. The unpredictable part of great copy, the emotion, the human tension, the lived culture, has to come from you. His question for the night, “” got its answer by 6:39, after the room debated it live: the line this whole page is named after .
3
messaging pillars, maximum. More than that "and you'll say too much and say nothing."
The craft · 6:44 PM
What makes copy great
Concept at the center, six spokes around it: brand voice, emotion, human tension, culture, surprise, memorability. Emotion, tension, and lived culture are "the things AI doesn't understand yet." That's the human element, and it's also the job description.
The spoke diagram · 6:44 PMThe creative process · 6:47 PM
The distinction that anchors the night: the idea is the solution ("if you have a body, you're an athlete"). The concept is its copywritten expression ("Just Do It"), the frame every execution pays off to, for thirty years . The night's roadmap ran from principles to co-creative direction .
The framework · 7:11 PM
The 8-element campaign system
01
Concept and audiencethe idea and who it is for
The concept is the copywritten expression of the idea, the frame every execution pays off to. Every element that follows exists to protect it.
02
Voice, tension and emotionthe human element
Brand voice needs a rationale, not adjectives: "friendly like the friend who tells you the truth but is snarky about it" beats "friendly." Human tension is the problem you're addressing; emotion is what the audience should feel.
03
Territories, guardrails and outputswhere it goes and what it never does
A creative territory is one way of exploring the big idea, and every territory must ladder back to the concept. Guardrails are the always and never rules. Outputs are what you actually need made.
The 8-element system · 7:11 PM
The system arrived as the night's pivot: concept locked, define the rest of your guidelines and turn them into a campaign system. In Antonio's words: "the best context possible to create the best prompt possible." The proof is a side-by-side , and the payoff is expansion: one creative thought into many executions . Change one element and the work changes with it: play with the outputs and that's "when AI's magic shines."
The exercise · 6:41 PM, debriefed 7:34
The World Cup campaign systems
The brief
Build a complete campaign system for a World Cup team.
Pick a brand and a country still in the tournament, build all eight elements as a context block, and have the model produce campaign work that pays off your concept . This exercise feeds the final project.
Worked live · first as concept-finding , then as full systems
What improved, and what didn't
Everyone ran their brief both ways and compared . The consensus matched the thesis: same model, better context, better copy. One classmate's takeaway became the practical rule: front-load the work and the back end gets easy.
Recruiting the fans whose teams lost
One run aimed Norway's campaign at Latin American fans whose own teams were already out. The model went Spanish unprompted and produced a "barrio" wordplay poster and a lotéria-style "El Ídolo" card, then started adding new lines inside the posters on its own.
The shoe that already dropped
A Nike England run built around Harry Kane: "The other shoe already dropped. He played on." Discarded rival shoes on the ground, Kane on a pedestal.
The model flattered someone out of her own opinion
One classmate disagreed with the model's pick of its own best ideas, and it caved instantly: "you're so bright, nothing gets past you." Antonio's response became the quote of the night.
The judgment · 8:15 PM
Generating is cheap. Curating is the skill.
The future creative works in four stages: AI brainstorms, AI curates, humans direct, humans refine . The last exercise pointed the model at itself: write a prompt that makes it your co-creative director, then test your campaign against it .
Write the human work down before asking for a single headline: the problem, the tension, the concept. Hand that over, then ask for the writing.
Where it came fromAntonio Fragoso, the guest creative director from OpenAI and former global creative director at TikTok, opened his lesson on this point: write down the problem, the human tension, and the concept before asking the model for any copy at all.Use it whenUse this before asking a model to write headlines or copy, so it works from your actual thinking instead of guessing at it.
Before you write anything: here is the problem [x], the human tension [x], and the concept in one sentence [x]. Confirm you understand the concept, then hold all copy against it.
You will know it worked whenit confirms the concept back to you before writing anything, and every line of copy it produces afterward still traces back to that one sentence.
METHOD 02 · TAUGHT 7:11part of: structure your ask
Build the campaign system
All eight elements as one reusable block: concept, audience, voice, territories, tension, emotion, guardrails, outputs. One creative thought into many executions.
Where it came fromAntonio taught this as the core structure of his lesson, an eight-element block covering concept, audience, voice, territories, tension, emotion, guardrails, and outputs that he called the best possible context for the best possible prompt.Use it whenUse this when you need one creative idea to produce many consistent executions across different outputs.
Here is my campaign system: Concept [x]. Audience [x]. Brand voice [3-5 adjectives, each with a rationale]. Territories [x]. Human tension [x]. Emotion [x]. Guardrails: always [x], never [x]. Now produce [output] that pays off the concept.
You will know it worked whenthe output it produces actually pays off the concept you stated, not just a generic execution of the audience and voice fields.
METHOD 03 · TAUGHT 8:15part of: reject the first draftpart of: keep the judgment human
The three judge prompts
Antonio's working set, used on your own longlist before you pick anything. Slide above, in The judgment.
Where it came fromAntonio shared these as his own working set for judging a longlist of ideas, used in class after students built their campaign systems and generated a batch of options to sort through.Use it whenUse this on your own longlist of ideas before you decide which ones to move forward with.
Judge the ideas above three ways. First: kill 70%, improve the remaining 30%, explain why. Second: judge them like the audience would, find the gaps. Third: will any of these stand out against ALL competing content? Explain why.
You will know it worked whenit actually kills most of the ideas and explains why, names a gap the audience would notice, and says plainly if none of them stand out.
METHOD 04 · TAUGHT 8:14
Use it as a stand-in audience
Sometimes you are not the audience. Describe who is, let the model react as them, then compare its judgment with your own before deciding.
Where it came fromAntonio taught this as part of his four-stage creative process, where AI brainstorms and curates but a human directs, and the model can also be asked to react in the voice of an audience you are not part of.Use it whenUse this when you are writing for an audience whose reaction you cannot judge firsthand.
Working prompt
You are my stand-in audience: [describe them]. React to this copy as that audience would, in their words. Then I will tell you my own judgment and we compare.
You will know it worked whenthe reaction reads in the audience's own words and voice, not a strategist's summary of what that audience might think.
METHOD 05 · DROPPED ALONG THE WAY
Run the test in a clean room
When you want a fair comparison, run the context block in a separate chat "so it doesn't bring the memory back." Front-load the human work: the more time you put in up front, the better the result at the end.
Where it came fromAntonio recommended this during the class exercise, telling students to run a context block in a separate chat so old memory would not bias the comparison, after noting that more upfront work produces a better final result.Use it whenUse this when you want a fair, unbiased comparison between two versions of a prompt or two pieces of copy.
Working prompt
This is a fresh evaluation with no history. Here is a complete campaign context block and one output. Judge the output only against this block.
You will know it worked whenthe judgment holds up even with no memory of your earlier chat, based only on the context block and output you just gave it.
The close · 9:01 PM
The whole system fits on one page
Antonio closed with the Campaign DNA cheat sheet: purpose, audience, human tension, the concept in one sentence, voice adjectives with their rationale, three messaging pillars at most, territories, emotion, guardrails, outputs, and the judging prompts. Plus a reading list . The full deck ships in the course pack.
The Campaign DNA cheat sheet · 9:01 PM
Related classes
Where this class connects
The shelf
Tools and references
Tools that night
ChatGPT and Claude, run side by side in separate chats for clean comparisons
Antonio's one-page campaign-system cheat sheet (in the course pack)
Figma Make and the Figma connector, from Sydney's coded-design segment
From his shelf
Hey Whipple, Squeeze This · The Copy Book · The Creative Act
A Technique for Producing Ideas · Alchemy · Co-Intelligence
Ads of the World · Lürzer's Archive · Muse by Clios
42 captures, in order. Click any one to see it full size.
The opening claim
The title slide, Copy Craft + AI.A Creative AI title slide reading "Copy Craft + AI" over an orange-to-blue gradient background.Title slide reading "AI doesn't make great copy. Great copy makes great AI." on a blue and orange gradient background.Antonio's bio slide: TikTok, OpenAI, Miami Ad School, The One Club.'Can AI Be Prompted To Write Great Copy?''Let's Discuss... Can AI Write?' with the class chat weighing in.The line of the night: AI Doesn't Need Better Prompts, It Needs Better Context.The Copy Craft 5-step framework.A slide titled "Copy Craft" listing five numbered objectives: Define Copy Principles, Create Campaign Systems, Make AI-Ready Inputs, Expanding Campaigns, and...
The World Cup exercise
The Today's Brief header slide.The brief setup: Nike swoosh against the Adidas logo.The brief detail, with the Messi and Ronaldo reference ads.A slide titled "Today's Brief" asking students to create a Nike or Adidas World Cup campaign celebrating the winner or loser, shown beside sample soccer ad mockups of...
What makes copy great
What Makes Great Copy: CONCEPT at center, six spokes around it.Slide titled "What Makes Great Copy" showing a diagram connecting a central Concept box to Brand Voice, Emotion, Human Tension, Culture, Surprise, and Memorability.'Coming up with a great concept' over the motion-blur road image.The Creative Process with the prompt questions: problem, idea, human tension, concept, execution.A slide titled "Creative Process" with five vertical panels labeled Problem, Idea, Human Tension, Concept, and Execution.The Finding Your Concept exercise: Problem, Idea, Human Tension, Concept.'Now that you have your concept, define the rest of your copy guidelines.'
The 8-element system
'Let's turn your concept into a campaign system.'The 8-element AI campaign system.Bad prompt versus good prompt: 'write 20 headlines' against the full 8-element block.'What improved? What still needs improvement?''What did you learn?'The AI-Ready Inputs section divider.AI's Superpower: NOT ideas, YES expansion.Different Inputs, Different Results.A slide titled "Different Inputs / Different Results" showing eight numbered prompt categories including Concept/Campaign, Audience, Brand Voice, and Emotion.The Try It exercise, countdown timer running.Slide titled "Try It" showing a countdown timer and instructions to change one element, such as voice, emotion, or guardrails, of a campaign system without altering...'And when you play with the outputs it's when AI's magic shines.''ONE CAMPAIGN. MANY EXECUTIONS.'The Outputs grid: print, hero film, TikTok, OOH, merch, experiential, and more.The Future AI Creative: Creates, Curates, Directs, Refines.A slide titled "The Future AI Creative" describing four roles, Creates, Curates, Directs, and Refines, for how a creative director uses AI as a tool.
The judge prompts
The three judge prompts: kill 70 percent, judge like the audience, compare against ALL content.The co-creative-director Try It exercise.A Spanish-language soccer campaign concept titled "Loteria Mundial 2026" reading "Los idolos se van, el futbol no," styled as loteria playing cards.
The cheat sheet
The Campaign DNA cheat sheet: Purpose through Judge, one page.Slide titled "Campaign DNA Cheat Sheet" listing eleven campaign planning questions: Purpose, Who, Human Tension, Concept/Idea/Platform, Voice, Messaging, Territories,...Other Resources: the books, websites, and videos he recommends.
