Negative Prompts & Consistency Tricks for Text-to-Image
Negatives are your “do not do” list. Pair them with style anchors and seed control to reduce artifacts and keep sets cohesive.
Targeted Negatives
- unwanted text, watermark, logo
- extra fingers/limbs, warped hands
- over-sharpened edges, neon fringe
- plastic smoothing, waxy skin
Anchors & Seeds
Reuse palettes, grain, and contrast levels; lock seeds to replicate framing and vibe.
Iteration Discipline
- Change one variable per round (lighting or material, not both).
- Promote winners to templates; archive failures with notes.
- Run quick A/Bs on headlines/backgrounds before scaling variants.