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AI prompts.

Prompt patterns I've actually tested with ChatGPT, Midjourney, Sora, and Gemini. The point isn't to copy them word-for-word — it's to give you a working template you can adapt to whatever character or style you want.

01The principles

Three things matter more than the rest:

Ask for a grid, not stickers. Saying "sticker" makes the model bake in thick white outlines that can't be cleanly separated. Say "a grid of characters/illustrations on a clean white background" instead.
Specify the grid size. "A 3×3 grid of nine variations" beats "several variations." Models follow numbers better than vibes.
Lock the background to white. Pure white plays nicest with Remove BG mode. Pastel works too but raise the tolerance slider in GridSticker.

02Static sticker sheets

Character expressions (3×3)

A 3×3 grid of nine illustrations of [your character description].
Each cell shows the same character with a different facial
expression: happy, sad, angry, surprised, thinking, sleeping,
laughing, crying, winking. Clean white background behind every
cell. Even spacing between cells. Flat illustration style with
soft shading. No text, no labels.

Reaction pack (3×3)

A 3×3 grid of nine reaction illustrations. [Character description].
Cells: thumbs up, thumbs down, confused, eye-roll, mind-blown,
heart-eyes, side-eye, deadpan, applauding. Pure white background.
Each cell roughly equal size. Bold linework, simple colors.

Object set (4×4)

A 4×4 grid of sixteen [theme] objects, each centered in its own
cell. Examples: [list 4-6 specific objects you want]. White
background throughout. Even cell sizes. Vector-style flat
illustration with clean outlines. No text or labels.
Avoid these phrases: "sticker", "sticker pack", "die-cut", "with white border". They tend to bake outlines into the artwork. GridSticker adds the white outline cleanly afterwards.

03Animated sticker sheets

For animated stickers, you want a sheet where each row or column is one frame in the sequence. Most image models can't render true animation, but they can lay out a sprite-sheet.

Sprite sequence (4 columns × 1 row)

A horizontal sprite sheet showing the same [character] in four
poses across one row, left to right: [pose 1], [pose 2],
[pose 3], [pose 4]. The poses should connect smoothly so they
play as a 4-frame animation. White background. Even spacing.
Same character, same colors, same lighting in every frame.

Then in GridSticker, set Slice mode to "Animated" and the app reads each cell as a frame.

Consistency is the hard part. AI models drift between cells — slightly different colors, slightly different proportions. Mention "exact same character, same colors, same line weight" explicitly. Worth multiple regen attempts to get right.

Build your own animation prompt

Pick a style and an emotion. The prompt rewrites itself with rendering specs for the style and frame-by-frame specs for the expression. Copy it, paste into your AI image model, and feed the output into GridSticker's animated mode.

Why this prompt works. Naming each frame's exact state stops the model from drifting. Specifying that frame 9 matches frame 1 prevents the "loop pop." The 1-frame delay for hair and clothing is what separates "feels alive" from "feels like a flipbook." Twelve emotions ship with the picker — same scaffolding, different per-frame specs.

04Per-model notes

ChatGPT (with image generation)

Strong at grid layouts when you say "grid" explicitly. Tends to add filename labels under cells if the prompt mentions "sticker pack" — avoid that wording. Good for character expression sheets.

Midjourney

Add --ar 1:1 for square output (matches sticker dimensions). Mention "white background" multiple times if it slips into colored backgrounds. --style raw can help reduce stylization for cleaner shapes.

Sora (image mode)

Handles animated sprite sequences better than most because it understands temporal coherence. Try asking for "4 sequential frames of the same character, side by side."

Gemini (Imagen)

Strong on flat illustration styles. Ask for "vector illustration" or "flat design" explicitly. Good consistency across cells in a single grid.

05What to do when it doesn't work

Cells aren't evenly spaced

Don't fight it — open the sheet in GridSticker and drag the dividers manually. Smart Slice picks up most variations automatically; for the rest, per-cell drag handles it. See grid customization tips.

Background isn't pure white

If it's close to white but slightly off (cream, eggshell, very light gray), just bump the tolerance slider in Remove BG mode. If it's a real color, switch to Smart subject mode.

Model adds text or labels

Add "no text, no labels, no captions" to your prompt. Some models still slip; if so, the erase brush in GridSticker cleans them off.

Some cells came out worse than others

Per-tile fine-tuning. Tap into the bad tile, adjust outline width or tolerance just for that one. The other tiles stay untouched.