01 · THE DISCIPLINE
AI art direction
The practice of directing generative AI models across image, video, and sound
to a professional creative standard. The art director sets visual intent,
translates it into model instructions, enforces consistency, and curates and
finishes the output. The full definition.
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AI art director
A creative professional who directs generative AI models the way a conventional
art director directs a photographer, stylist, and retoucher. They own visual
intent, consistency, curation, and finish.
How to become one.
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AI creative director
The senior rank above AI art director. Owns the idea and strategy across
campaigns and teams, where the art director owns the execution of a project.
Mirrors the traditional agency ladder.
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Prompt engineering
Writing and refining instructions to get better output from an AI model. One
tool inside AI art direction, not the discipline itself. Prompt engineering
optimises the instruction. Art direction owns the outcome.
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02 · THE CRAFT
Look development
The pre-generation phase where a project's visual rules are set: lighting,
palette, materials, grade, and casting. What a frame is allowed to look like,
decided before any frame exists. Borrowed from film and animation pipelines.
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World consistency
Keeping face, product, wardrobe, and lighting continuous across every frame of
a campaign. The difference between a lucky image and a deliverable, and the
thing brands actually pay for.
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Character consistency
Holding the same recognisable person across many generated frames: face, build,
hair, energy. The most requested skill in commercial AI work and the first
thing a brand checks in a portfolio.
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Reference literacy
The ability to read an image the way a director does: name its light source,
lens behaviour, materials, palette, and era precisely enough to rebuild or
brief it. The core skill taste is built on.
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Motivated light
Light in a frame that comes from an identifiable source: a window, a streetlamp,
a flash. Undirected AI output defaults to sourceless even light. Directed frames
name the source and let it cast real shadows.
The Slop Test trains you to see the difference.
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Hero frame
The single frame that carries a campaign or shot. It gets art directed hardest,
finished deepest, and is often the anchor input for video generation.
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Spec campaign
A self-initiated campaign built inside a real brand's existing visual world
without a commission. The standard portfolio proof that an AI art director can
serve a brand, not just make pretty images.
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Finishing
The post-generation pass that closes the gap between an AI render and a
deliverable: colour grading, grain, retouch, cleanup, and upscaling. No
professional frame ships straight out of the model.
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Colour grading
Adjusting colour, contrast, and tone across a set of frames so they read as one
world. In AI art direction, grading doubles as a consistency tool: it unifies
frames the model produced separately.
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03 · THE OUTPUT
AI slop
Low-quality AI-generated content produced in volume without human direction.
Merriam-Webster's 2025 Word of the Year, and the American Dialect Society's in
January 2026. In commercial visual work the tells are default lighting, plastic
surfaces, invented background text, and no single idea. Slop is not a model
problem. It is the absence of an art director.
Can you spot it?
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The curation ratio
Frames generated versus frames shipped. Professionals generate wide, reject
hard, and ship few. A high ratio is a sign of standards, not waste.
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04 · THE TOOLKIT
Text-to-image
Generating a still image from a written description. The base capability of
image models such as Midjourney, Flux, and Nano Banana.
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Image-to-video
Generating a moving shot from a still frame plus a motion instruction. The
standard professional video workflow in 2026: direct the still hard, then
animate it.
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Inpainting
Regenerating a selected area inside an existing image while leaving the rest
untouched. Used to fix details, swap products, or clean artefacts without
regenerating the whole frame.
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Outpainting
Extending an image beyond its original borders, with the model inventing
coherent surroundings. Used to change aspect ratios or widen a composition.
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Upscaling
Increasing an image or video's resolution with a model that reconstructs
detail. The finishing step that takes a frame from screen preview to print
grade. Creative upscalers can invent texture, which needs directing like
everything else.
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LoRA
A small trained add-on that teaches a model a specific face, product, or style.
Short for low-rank adaptation. The heavy-duty answer to consistency when
reference images alone will not hold.
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NO TERMS MATCH. THE DISCIPLINE IS YOUNG: SUGGEST A TERM VIA THE CENSUS LIST.