Module 01 · The Modern AI Design Stack
Prompting for Visual Style, Not Just Subject
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Course outline
Module 1 · The Modern AI Design Stack
Module 2 · Creative Ideation
Module 3 · Brand Asset Production
Module 4 · Client-Ready Deliverables
“A woman holding tea” defines a subject; it does not define a visual system. A useful visual prompt describes purpose, audience, composition, medium, palette behavior, light, texture, camera or illustration logic, exclusions and delivery constraints. Style must be described without copying a living artist or client-owned work without permission.
// concept
Write a Visual Direction Brief
Use this order:
Purpose and placement:
Audience and message:
Subject and action:
Composition and negative space:
Medium/material behavior:
Palette and contrast:
Light, perspective or lens logic:
Surface/texture:
Required continuity:
Exclusions and factual limits:
Aspect ratio and safe areas:Concrete visual properties are more controllable than vague adjectives. Replace “premium” with “restrained two-color palette, generous negative space, sharp typographic area, matte paper texture.” Replace “Pakistani vibe” with specific, authorized references relevant to the brief—geometry, material, location, clothing or sign conventions—without turning culture into decoration.
Change one family of variables at a time. First test composition; then palette; then surface. Save prompt version, seed/reference settings where available, selected output and rejection reason.
// worked_example
Worked Example
Weak prompt: Luxury chai poster, Pakistani style, viral. It leaves purpose, audience, accuracy and layout undefined.
Revised brief:
Vertical launch poster concept for a contemporary Karachi tea bar.
One ceramic cup seen at table height; steam visible but restrained.
Editorial still-life photography, warm side light, deep green and cream palette,
large clean negative space in upper third for separately typeset headline.
No logos, no embedded words, no people, no landmarks, no claims about ingredients.
4:5 composition; preserve cup shape and handle across variants.The designer generates a contact sheet, rejects impossible steam and inconsistent cup geometry, then typesets the approved headline manually. “Viral” never becomes a design criterion; legibility and brand fit do.
// failure_cases
Failure Cases to Diagnose
6 cases to diagnose
Naming an artist instead of describing visual properties.
Combining ten conflicting aesthetics.
Asking the generator to render important prices or legal copy.
Changing composition, subject, palette and medium in every iteration.
Treating one lucky output as a reusable brand system.
Using cultural symbols without context, relevance or review.
// pakistan_angle
Pakistan Angle
Audit representation: skin tone, clothing, architecture, food and Urdu details are common failure points. A prompt does not make them accurate. Use legitimate references, get stakeholder review and remove stereotypes. Reserve text space for professionally checked English/Urdu typesetting.
// hands_on
Hands-On Exercise
5 steps
Choose a real placement and write the full direction brief.
Generate a composition round without embedded text.
Record three rejection reasons.
Change only palette or material behavior for round two.
Finish one selected concept with manual typography and provenance notes.
// completion_rubric
Completion Rubric
5 checks — tick as you verify
// sources
Sources
3 official sources — check every claim yourself