Purpose
Say what you are trying to accomplish: brainstorm, revise, critique, outline, summarize, compare, or generate options.
Lesson 8
The Art of AI:
The Art of AI:
Garbage In, Garbage Out
AI is not just a button. It is a conversation partner that responds to the quality of the brief you give it. For writers, that means the better your context, voice direction, audience, and constraints, the more useful the draft, critique, outline, or brainstorm will be.
Why this matters for writers
A generic prompt usually produces generic prose. A thoughtful prompt behaves more like a creative brief: it tells the AI what job it is doing, who the writing is for, what material it should use, what boundaries to respect, and what a successful answer looks like.
Core idea: Do not ask AI to “write better.” Ask it to help you solve a specific writing problem.
The writer’s brief: five ingredients
Use these five ingredients whenever you want an AI response that sounds intentional instead of bland.
Audience
Name the reader: young adult fantasy fans, memoir workshop peers, newsletter subscribers, beta readers, agents, or book club members.
Voice
Describe the tone and style you want to preserve. Better yet, provide a short sample of your own writing as the model.
Source material
Give only the relevant excerpt, notes, premise, scene goal, character facts, or research sources the AI should use.
Constraints
Set boundaries: word count, genre rules, point of view, what not to change, publication standards, or “ask before inventing.”
Success criteria
Tell the AI how to judge the answer: sharper stakes, clearer chronology, less repetition, stronger hook, or three options with tradeoffs.
Prompt lab: vague vs. useful
The “good” prompt is not longer just for the sake of being longer. It gives the AI the information a human editor would ask for before giving useful feedback.
Garbage in
Make this chapter better.
This leaves the AI guessing about genre, goals, audience, voice, and what “better” means.
Better brief
You are a supportive developmental editor for adult cozy mystery writers. Review the scene below for pacing and clue placement only. Do not rewrite the scene yet. Give me: 1) what is working, 2) where the tension drops, 3) three specific revision moves, and 4) one question I should answer before revising. Preserve my humorous first-person voice.
This turns the task into a focused editorial conversation.
Try this with your own work
Choose one paragraph or scene. Ask for feedback on one thing only: hook, clarity, emotional beat, sensory detail, dialogue, pacing, stakes, or point of view. Then ask for a second pass after you revise.
The Garbage In → Garbage Out decoder
When AI gives you something bland, inaccurate, or unusable, the fix is often not “try a different tool.” The first fix is usually improving the input.
| Input problem | Likely output problem | Writer-friendly fix |
|---|---|---|
| “Write a poem/story/blurb.” | Generic voice, stock phrases, familiar structure. | Name the audience, emotion, form, image pattern, and what clichés to avoid. |
| No source material. | The AI may invent details or fill gaps with assumptions. | Paste the relevant excerpt, notes, or facts and say “use only this material.” |
| No voice guidance. | Prose sounds polished but not like you. | Provide a short sample of your writing and ask the AI to preserve, not replace, your voice. |
| Too many tasks at once. | The response gets shallow or misses the most important need. | Run separate passes: brainstorm first, critique second, revise third, proofread last. |
| No boundaries. | The AI may over-rewrite, flatten style, or change meaning. | Tell it what not to change: point of view, plot facts, sentence rhythm, theme, or ending. |
Mini prompt builder
Use this as a classroom or workshop exercise. Fill it in, generate the prompt, then paste the result into your AI tool.
Your custom prompt will appear here.
Where AI helps writers most
1
Brainstorming without surrendering authorship
Ask for ten possibilities, then choose, combine, reject, or complicate them. Treat the list as raw clay, not the finished sculpture.
2
Revision diagnosis
Ask the AI to identify where a draft loses clarity, tension, rhythm, or emotional logic before you ask it to rewrite anything.
3
Reader simulation
Ask how a specific reader might understand a scene, blurb, poem, or essay. This is especially useful when preparing for critique groups.
4
Constraint practice
Use AI to create exercises: rewrite the same paragraph in fewer words, raise the stakes without adding plot, or convert exposition into dialogue.
Community standards: protect the writer
Protect privacy and drafts
Before pasting unpublished work, check the tool’s data controls and your community’s policies. When in doubt, use short excerpts instead of full manuscripts.
Protect voice
Do not ask AI to copy a living writer’s style. Ask for craft traits instead: brisk pacing, sensory imagery, compressed dialogue, or a more reflective tone.
Protect truth
AI can sound confident while being wrong. Verify facts, quotes, dates, citations, medical claims, legal claims, and publication requirements.
Protect credit
Know your publication, school, contest, or workshop rules about AI assistance. Be transparent when disclosure is required.
Workshop activity: upgrade the prompt
Use this as a 10-minute group exercise.
Round 1
Start with: “Help me with my story.” As a group, identify what the AI does not know yet.
Round 2
Rewrite the prompt using the five ingredients: purpose, audience, voice, source material, and constraints.
Round 3
Compare the two outputs. Which one gives the writer more control? Which one creates more revision possibilities?
Round 4
End by asking the AI, “What information would you need from me to give a more useful answer?”
Key takeaway
For writers, “garbage in, garbage out” is not an insult. It is a creative control principle. The more clearly you name the writing problem, the reader, the voice, the boundaries, and the source material, the more the AI becomes a useful assistant instead of a generic content machine.