Why your AI art style keeps changing, and how to keep one consistent look

Why does the AI art style keep changing?

The main causes are too few or too many style words, a different model or LoRA combination each time, and scene words that pull the style.

An image generator fills in whatever the prompt does not say, and it fills it in differently each time. If you write no style at all, the model mixes its most common default look with whatever style the scene words suggest. For example, night city and neon can push anime coloring toward heavy painting, while watercolor flowers can soften the coloring. On the other hand, listing many style words makes the model pick a different priority each time, which also causes drift.

Illustration usage rules

What should you lock to keep the same art style?

Lock five things: the model, the LoRA and its strength, the style words, the size and the negative prompt. Change only the scene words.

For a series, the most effective habit is to separate the part that stays the same from the part that changes. Save the fixed part as a template and swap only the place, pose and expression; the drift drops visibly.

Steps to keep the art style consistent

1. Pick one favorite image and note its model, LoRA strength, size and sampler
2. Choose one or two style or coloring words and put them early in the prompt (right after the quality and subject tags)
3. Reuse the same negative prompt every time instead of rewriting it
4. Swap only the place, pose and expression words to make the next image
5. If the style changes, undo the words you just changed one by one to find the cause
6. Save the settings that worked as a series template

1girl, solo, anime coloring, clean lineart, [place], [pose], [expression], upper body, masterpiece, best quality

Negative: worst quality, low quality, 3d, realistic, photo, oil painting, watercolor, sketch

How do you choose style words? (coloring, lines, medium)

Use at most one word each for coloring, lines and medium, and delete any other style words.

How do seeds and reference images keep the style consistent?

Fix the seed of your favorite image and change the scene words a little at a time to get images with a similar look and composition.

With the same seed and the same settings you get the same image. If you change the prompt only slightly, the look usually stays while the content shifts a little, which suits expression variations and swapping small props. For big scene changes the seed matters less, so you can use img2img to take cues from the original image, or a reference image feature if your service has one. Feature names and usage differ between services, so check the official documentation.

How to fix a seed and change it only slightly: What Is a Seed? Fixed, Random, and Reproducing the Same Image →

To keep the face and outfit of the same character: How to Keep the Same Character in AI Art (Face, Hair and Outfit) →

How do you fix style drift? (common mistakes and fixes)

The quickest way is to undo the last change one item at a time. If you change several things at once, you cannot tell which one caused it.

VAE settings to review when colors look dull or too strong: What Is a VAE? Why Colors Look Dull, and How to Choose and Set a VAE →

How do you make a template for a series?

Make one template with the fixed part on top and the swappable part grouped in brackets.

Splitting the prompt into a fixed line and a swappable line like the example below keeps the look consistent even across dozens of images. The trick is to change only one or two items in the swappable line each time.

[Fixed] 1girl, solo, red ribbon, long hair, anime coloring, clean lineart, masterpiece, best quality
[Swap] [place], [pose], [expression], [light]

The differences between coloring tags such as anime coloring and painterly styles: Coloring Style Prompts (Anime Coloring, Galge Style, Painterly, Flat Color, Lineart) →