The easiest startChatGPT
Type what you want, attach your references and save the image. Good for your first concept images and hero options.
Guide · The look of your game
How to get game art from AI tools that looks designed, stays consistent from the first image to the last, and that players don’t write off on sight.
Left to themselves, AI image tools drift toward one look: smooth, glossy, dramatically lit, subject in the middle. Researchers at UC Berkeley trace it to how the tools are built: they learn mostly from pictures picked for looking “beautiful”, which pulls every image toward the same polished finish.1 When your prompt doesn’t set a style, you get that default, and so does everyone else.
In a game, the default look fails in specific ways that players notice:
Surveys about generative AI (AI that makes new content) show the reaction is real. But it’s more about quality and honesty than about AI itself.
What players said in two December 2025 surveys
The games that got hurt mostly got hurt for the same few reasons:
One more finding to keep in mind: in a set of experiments with almost 3,000 people, the same artwork was rated lower when it was labelled as AI-made.32 So the bar is higher for you. The goal isn’t to hide AI. It’s to make art that is clearly directed, and to be honest about how you made it.
Consistent art comes from locked rules and approved reference images attached to every image you make. Not from clever prompts.
Studios set a look with one target image plus a short list of rules. The image carries the mood. The rules carry the consistency.
We learned this the expensive way on our own game, The Exiled King. We described the style we wanted in words and asked for variations, and none of them landed. Then we gave the tool one real reference image and wrote five rules from it.
Describing the style in words
8 versions
21 minutes, and still not right
One reference image, five rules
1 reference
8 minutes, about $0.15, and the look landed
Our second game, DeepSol, went the same way. Every new piece of art is made with the original concept art attached as the style reference, never earlier AI-made art, so the look can’t slowly drift.
The reference
In the gameThe order matters more than the tool. Most wasted money comes from making lots of art before the look and the hero are settled. On The Exiled King we spent about $31.69 on images before the look was settled, and made about 100 images before the hero could even run.
Choose one look from your idea and two or three games you love. Stylised (simplified, not realistic) beats realistic for beginners: flat colour, strong silhouettes (clear outline shapes) and a limited palette (a small set of colours) hide mistakes that realism shows up.
Collect a game screenshot, a still or your own sketch. From it, write five rules: the colours for each scene, how dark and how bright things get, how bright the hero is against the background, the shapes you use (round for friendly, sharp for danger), and the size of things.
Describe references by what they look like, never by an artist’s or franchise’s name.One poster image shows everyone what the game is aiming for. Then make one style frame: a mock screenshot of one level at your game’s real screen size, with the hero, one enemy, the ground and the health bar or score. Lock five things in a short art bible (a one-page style rule sheet): pixel size or drawing style, palette, light direction, outline, camera angle.
Make two to four hero options on a plain flat background, full body, at the game’s view angle. Make them differ in proportion and shape, not just colour. Judge them inside the game, at game size, never on a white page.
Every new pose, expression and direction is an edit of the approved hero image, not a brand new image. Ask for a whole animation strip (all the frames side by side) in one image; frames made one at a time drift.
Remove backgrounds, make pixel art sit on a true grid, recolour every image to your palette, and put one colour filter over the whole game so pieces from different tools sit together. Section 07 has the toolkit.
Never approve art from a contact sheet (a page of thumbnails). Put it in the game at real size, next to the hero, in the game’s lighting. Only art you’ve approved in the game becomes a reference for future art.
By hand vs with the coach
Doing this by hand means tracking your references, colours and checks on every single image. The Dream Game Coach does it for you: it writes your art bible, attaches your approved references to every new image, and runs the clean-up and slop checks automatically. See Premium
Write prompts like an art brief, not like a wish. Name the kind of art (ink, paint, pixels), give exact colours, say where the light comes from, and ask for a game asset at your game’s angle rather than a poster. Keep the fixed part of the prompt identical for every piece, and always attach your approved reference images.
Exact colours are written as hex codes, which are just colour codes: six characters, like #FF9A3C for our orange.
Cel shading means flat, cartoon-style shading with hard-edged shadows.
The parts in curly brackets change for each piece. Everything else stays word for word the same.
{subject}, {pose or action}, {view angle} view. Style: {one-line style}. {shading} shading, {outline} outline, light from {direction}. Palette limited to: {5 or 6 hex colours}. Plain flat {background colour} background, full body visible, centered, no text, no watermark, no extra characters.
Here it is filled in for a cosy night-time game, with each part marked.
A lighthouse keeper holding a lantern, walking, side view. Style: hand-drawn 2D, ink-dark silhouettes, flat fills with 2-tone shading, 2 px dark outline. Light: warm lantern light from the left, cool teal shadows. Shapes: rounded and chunky for friends, sharp and thin only for hazards. Palette limited to: #0f1b2b, #1e3a4c, #2f6f73, #f2c14e, #e5484d, #f4ede1. Plain flat #FF00FF background, full body visible, centered, no lettering, no extra characters.
With today’s tools, consistency comes from reference images and edits, not from rewording the prompt. Attach your approved hero and style frame to every new image, and edit from them.
You don’t need all of these. Most beginners start with one chat app and add a second tool only when they hit a wall. Prices change often; these were checked in October 2026.
Type what you want, attach your references and save the image. Good for your first concept images and hero options.
Good at keeping a character looking the same when you attach reference images of them. Strong for new poses of an approved hero.
Great for exploring a look early. Give it a reference and it copies the colours, materials and lighting.
Built for real pixel art: one pixel size and a small palette. PixelLab can make characters facing 4 or 8 directions, with animations.
Teach a tool your style with 10 to 30 of your own approved images, then make art in volume. Only worth it with hundreds of pieces to make.
Pretty isn’t the goal. Readable is. The classic art direction lessons from studios like Valve and Riot are all about what the player sees first.
Before
AfterAlmost every AI image needs finishing. Here is each common problem, the plain fix, and the free tools we use.
Ask for a bright pink background, then cut it out, or let a background-removal tool find the edges for you.
A thin rim of the old background colour often stays behind. Give every edge pixel the colour of the art right next to it.
Enlarge it with an upscaler (a sharp enlarging tool) made for illustration. Check how big each image really shows on screen: DeepSol found 19 of 112 backgrounds stretched too far, and cut that to 8 of 154.
AI “pixel art” has pixels of mixed sizes. Snap it to one grid and a small palette. Never enlarge pixel art with a smoothing upscaler: scale it by whole numbers (2x, 3x) in the engine.
Recolour every image to your palette, then put one colour filter over the whole game. Soften props that look too crisp for a painted world.
Find the lowest solid pixel (ignore faint haze), sink it a few pixels into the ground, and check the feet sit on the collision (the game’s solid ground shapes).
AI-made 3D models are usually far too detailed underneath, with messy surfaces. Simplify them, fix the surface images, and check their size next to the hero in the game.
birefnet-general model (rembg i -m birefnet-general in.png out.png), which is MIT licensed and free for commercial use. Don’t use rembg’s default model: it isn’t licensed for free commercial use.16 For anime-style art, isnet-anime is the other safe choice.RealESRGAN_x4plus_anime_6B, and ready-made builds for Windows, macOS and Linux.15 Compare each file’s size with its size on screen: art shown much bigger than its file looks soft.Real numbers from the two games we built with Claude Code.
The Exiled King
Four “different” styles came back as the same realistic painting. Eight versions described in words, over 21 minutes, still missed.
FixOne real reference, five rules written from it: the look landed in 8 minutes for about $0.15.
The Exiled King
About 100 images and $20 before the hero could run. One run animation took 15 rounds, about 4 hours and $10, and was never accepted.
FixNo bulk art until the hero standing and running pass. Change method after two rejected rounds.
The Exiled King
After switching to 3D, cartoony and realistic pieces sat side by side.
FixOne art direction, painted realism, built on free 3D scans of real rock and plants. About 45 minutes, $0. Image spend in the whole second half: about $0.81.
The Exiled King
The 3D king looked worse in the game than in the tool that made him.
FixMeasuring both side by side found 50,000 triangles (the flat pieces of a 3D model) against 14,630, plus a stray see-through layer. Fixed in about 10 minutes.
DeepSol
Making art in ChatGPT and pasting it into the project lost quality and time.
FixA small script that asks the image tool directly from code, with the concept art attached, and records every prompt. 256 images so far.
DeepSol
The most repeated complaint, about 15 times. The AI never knows where the ground is.
FixAn automatic check for haze under feet and cut-off edges, run before anything is called done.
DeepSol
New colony props kept coming out cartoony or brand new.
FixMake them only from 4 approved references plus a short house style, then colour-match to the references.
The Exiled King
Taking screenshots to a separate AI for an art review, without telling it what we expected, caught grey placeholders and clutter our own checks had missed.
FixA fresh-eyes art review at every look milestone, applied to one spot first, then rolled out.
One approved image
Free pack, one styleYou can do all of this without paying for an image tool.
This is general information, not legal advice. Store rules and tool terms change: check the official pages before you publish.
The US Copyright Office’s January 2025 report says prompts alone don’t make you the author. Human work you can see in the result, and your creative selection, arrangement and edits, can be protected.26 In practice: work from your own sketches and greyboxes (rough grey-block versions of levels), paint over and arrange the output, and keep your files as a record of the human work.
Run this on any screen of your game before you share it. Your ticks are saved in this browser only.
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This guide shows you how to direct AI art. Premium gives you the tools and lessons to do it on every image, start to finish.
Outside sources were checked in October 2026. Our own figures come from the development of The Exiled King and DeepSol. Items marked secondary come from reporting rather than the original page.