Most people prompt AI like they're wishing on a star. "Make me something cool." "Write a sad song." "Give me ideas."
Then they're surprised when the output is generic.
The problem isn't AI. It's the brief.
A creative director wouldn't hand a designer a napkin that says "make it pop" and expect greatness. They'd provide context, references, constraints, and a clear sense of what success looks like.
Here's how to actually do that.
🎯 The Reference Stack Method
Never describe something in the abstract when you can point to examples.
Weak prompt: "Write lyrics with a melancholy vibe"
Strong prompt: "Write lyrics in the emotional register of Phoebe Bridgers' 'Motion Sickness' crossed with the observational specificity of Joni Mitchell's 'A Case of You.' First person, present tense, about watching someone you love make a mistake you can't stop."
The reference stack gives AI triangulation points. One reference is a target.
Two references create a spectrum. Three or more define a unique space where they overlap.
How to Build Your Stack
- Pick 2-4 references that each bring something different (tone, structure, subject, style)
- Name what each contributes: "The pacing of X, the vocabulary of Y, the emotional arc of Z"
- Add your constraint: What makes this specific to your project?
📐 The Constraint Box
Open-ended prompts get wandering results. Constraints focus the output.
Define your box:
- Length: "4 bars," "under 100 words," "exactly 3 sections"
- Vocabulary: "Only words a 10-year-old would use," "technical jargon allowed," "no metaphors"
- Structure: "AABA form," "start with the conclusion," "each line shorter than the last"
- Exclusions: "No clichés about time," "avoid the word 'heart'," "nothing that rhymes"
The tighter the box, the more creative the solution has to be to fit inside it.
🎭 The Role Assignment
AI performs differently depending on who you tell it to be.
Generic: "Help me mix this track"
Role-assigned: "You're a mix engineer who trained under Chris Lord-Alge but now works primarily in underground electronic music. You value punch and clarity but hate sterile, over-processed sound. Review my mix and tell me what's not working."
The role does two things: it filters the knowledge base AI draws from, and it establishes an aesthetic perspective.
A "Grammy-winning pop producer" gives different feedback than a "lo-fi bedroom artist who thinks perfection is boring."
Role Templates That Work
- The Mentor: "You're [specific artist] teaching a masterclass. How would you approach..."
- The Critic: "You're a reviewer for [specific publication]. What would you say about..."
- The Collaborator: "You're a co-writer who's great at [specific skill]. I'm stuck on..."
- The Contrarian: "You think the conventional approach to [topic] is wrong. Make your case."
🔄 The Iteration Loop
First output is a draft, not a delivery. Build on it.
Round 1: Generate something broad
Round 2: "Keep elements X and Y, but change Z"
Round 3: "Make it more [specific quality], less [other quality]"
Round 4: "Now break the formula. What's a version that surprises even you?"
Each round gets more specific. You're not starting over. You're sculpting.
Iteration Phrases That Work
- "Same energy, different approach"
- "Keep the structure, change the content"
- "What would the opposite of this sound like?"
- "Remove everything that feels expected"
- "Push [specific element] to an extreme"
📋 The Brief Template
When starting any creative AI session, fill in this framework:
Context: What's the project? What exists already?
References: 2-4 examples of adjacent work you admire (and why each)
Constraints: Length, format, technical requirements, things to avoid
Role: Who should AI "be" for this task?
Success criteria: How will you know if the output works?
Example in practice:
"I'm working on an indie folk EP about leaving my hometown. I have the music tracked but need lyrics for the closing song. Reference the narrative specificity of Jason Isbell's 'Elephant,' the sparse imagery of Bon Iver's 'Skinny Love,' and the bittersweet resolution of The National's 'Vanderlyle Crybaby Geeks.' Keep it under 3 verses plus chorus. Avoid clichéd highway/road imagery. You're a co-writer who's better at finding the one perfect detail than writing in generalities. I'll know it's working if the lyrics make me feel homesick for somewhere I was glad to leave."
🚫 Prompts to Stop Using
These get you nowhere:
- "Make it better" (better how?)
- "Be more creative" (creativity isn't a dial)
- "Something like [vague genre]" (name specific artists/songs)
- "Surprise me" (without parameters, surprises are random)
- "I don't know, you decide" (you're the creative director, act like it)
💡 The Meta-Move
When stuck, prompt AI to help you prompt better.
"I want [vague outcome]. Ask me 5 questions that would help you give me a better result."
Then answer the questions. Now you have a real brief.
🎬 Final Thought
AI is a collaborator with infinite patience and zero taste. It'll do whatever you ask, which is exactly the problem when you don't know what to ask for.
The skill isn't prompting. It's knowing your own creative vision well enough to articulate it.
Once you can do that, AI becomes the fastest way to explore the space around your ideas.
Get specific. Give references. Set constraints. And iterate until something surprises you.