
AI Meme Generator & Coloring Book Creator with GPT-image-2 — Fun Projects That Actually Make Money
AI Meme Generator & Coloring Book Creator with GPT-image-2#
For the final installment of our GPT-image-2 series, we're covering two fun and surprisingly profitable use cases: AI Meme Generation and AI Coloring Book Pages.
Both leverage GPT-image-2's killer feature — text rendering. Memes need readable text overlays, and coloring books need clean line art. GPT-image-2 handles both beautifully.
Part 1: AI Meme Generator#
Why GPT-image-2 for Memes?#
Traditional meme-making requires finding templates, editing in Photoshop, and adding text manually. GPT-image-2 does it all in one API call — scene, characters, and text rendered directly in the image.
Result Preview#

The classic "3 AM deployment" developer meme — Impact font text rendered clearly, scene composition on point.
Full Code#
Python#
from openai import OpenAI
client = OpenAI(
api_key="your-crazyrouter-api-key",
base_url="https://crazyrouter.com/v1"
)
meme_prompt = """
A funny meme image in classic meme format.
Scene: A developer sitting at his desk at 3 AM, surrounded by empty
coffee cups and energy drink cans. His face is illuminated by 4 monitors
all showing error logs. A rubber duck sits on his desk wearing a tiny
graduation cap.
Top text (large white Impact font with black outline):
"WORKS ON MY MACHINE"
Bottom text (large white Impact font with black outline):
"DEPLOYS TO PRODUCTION AT 3 AM"
Style: realistic photo meme format, dramatic lighting, humorous.
"""
response = client.images.generate(
model="gpt-image-2",
prompt=meme_prompt,
size="1024x1024",
n=1
)
print(f"Meme: {response.data[0].url}")
curl#
curl -X POST https://crazyrouter.com/v1/images/generations \
-H "Content-Type: application/json" \
-H "Authorization: Bearer your-crazyrouter-api-key" \
-d '{
"model": "gpt-image-2",
"prompt": "Funny meme: developer at desk at 3AM, surrounded by coffee cups, 4 monitors showing errors, rubber duck with graduation cap. Top text in white Impact font: WORKS ON MY MACHINE. Bottom text: DEPLOYS TO PRODUCTION AT 3 AM. Realistic photo meme style, dramatic lighting.",
"size": "1024x1024",
"n": 1
}'
Node.js#
import OpenAI from "openai";
const client = new OpenAI({
apiKey: "your-crazyrouter-api-key",
baseURL: "https://crazyrouter.com/v1",
});
const response = await client.images.generate({
model: "gpt-image-2",
prompt: `Funny meme: developer at desk at 3AM, coffee cups everywhere,
monitors showing errors, rubber duck with graduation cap.
Top text (white Impact font, black outline): "WORKS ON MY MACHINE"
Bottom text: "DEPLOYS TO PRODUCTION AT 3 AM"
Realistic photo meme, dramatic lighting, humorous.`,
size: "1024x1024",
n: 1,
});
console.log(response.data[0].url);
Meme Generator Function#
Reusable function for generating any meme:
def generate_meme(scene, top_text, bottom_text, style="realistic photo meme"):
prompt = f"""
A funny meme image. Scene: {scene}.
Top text (large white Impact font with black outline): "{top_text}"
Bottom text (large white Impact font with black outline): "{bottom_text}"
Style: {style}, dramatic lighting, humorous.
"""
response = client.images.generate(
model="gpt-image-2",
prompt=prompt,
size="1024x1024",
n=1
)
return response.data[0].url
# Examples
url = generate_meme(
scene="A cat sitting at a computer looking confused at code",
top_text="SENIOR DEVELOPER REVIEWING MY CODE",
bottom_text="WHAT IS THIS"
)
10 Developer Meme Ideas#
| # | Top Text | Bottom Text | Scene |
|---|---|---|---|
| 1 | IT WORKS | DON'T TOUCH IT | Developer backing away from laptop |
| 2 | 99 BUGS IN THE CODE | FIX ONE, 127 BUGS NOW | Developer staring at screen in horror |
| 3 | FULL STACK DEVELOPER | FULL STACK OF PROBLEMS | Developer juggling flaming laptops |
| 4 | WORKS IN DEVELOPMENT | 500 ERROR IN PRODUCTION | Two panels: calm vs. chaos |
| 5 | JUST ONE MORE FEATURE | SAID EVERY PM EVER | Overflowing shopping cart of features |
| 6 | GIT PUSH --FORCE | TO MAIN ON FRIDAY | Nuclear explosion |
| 7 | WHERE'S THE DOCUMENTATION? | THE CODE IS THE DOCUMENTATION | Empty library |
| 8 | ME IN THE INTERVIEW | ME ON DAY 1 | Superhero vs. confused googler |
| 9 | GIT MERGE | 127 CONFLICTS | Two trains about to collide |
| 10 | AI WILL REPLACE DEVELOPERS | DEVELOPERS NOW SERVE AI | Robot coding, human bringing coffee |
Part 2: AI Coloring Book Creator#
Why This Is a Real Business#
AI coloring books are a hot category on Amazon KDP (Kindle Direct Publishing). Generate pages with GPT-image-2, compile into a book, publish, and earn passive income.
Market facts:
- AI coloring books sell thousands of copies monthly on Amazon
- Production cost is near zero (AI generation + layout)
- Works for any theme: animals, flowers, mandalas, cityscapes, fantasy
Result Preview#

Pure black and white line art — a dragon and castle fantasy theme with mandala-style detail fills. Ready to print and color.
Full Code#
Python#
coloring_prompt = """
A coloring book page for adults. Black and white line art only,
no shading, no gray tones. Clean, crisp outlines suitable for
coloring with colored pencils or markers.
Subject: A majestic dragon coiled around a medieval castle tower.
The dragon has detailed scales and spread wings. The castle has
ornate windows and climbing vines. Background filled with clouds
and small birds.
Style: intricate mandala-inspired patterns filling the dragon's
body and castle walls. Medium complexity — detailed enough to be
engaging but not overwhelming.
Pure black lines on white background. No color. No text.
"""
response = client.images.generate(
model="gpt-image-2",
prompt=coloring_prompt,
size="1024x1024",
n=1
)
print(f"Coloring page: {response.data[0].url}")
curl#
curl -X POST https://crazyrouter.com/v1/images/generations \
-H "Content-Type: application/json" \
-H "Authorization: Bearer your-crazyrouter-api-key" \
-d '{
"model": "gpt-image-2",
"prompt": "Adult coloring book page. Black and white line art only, no shading. A majestic dragon coiled around a medieval castle tower with detailed scales, spread wings, ornate windows, climbing vines. Mandala-inspired pattern fills. Medium complexity. Pure black lines on white. No color, no text.",
"size": "1024x1024",
"n": 1
}'
Batch Generate a Full Book#
Generate 20 themed pages for a complete coloring book:
themes = [
"A majestic dragon coiled around a castle tower",
"An enchanted forest with mushroom houses and fairies",
"An underwater scene with coral reef and tropical fish",
"A Japanese garden with koi pond and pagoda",
"A steampunk airship flying over a Victorian city",
"A phoenix rising from flames with spread wings",
"A mermaid sitting on rocks by the ocean",
"A treehouse village connected by rope bridges",
"A mandala pattern with lotus flowers and butterflies",
"A wolf howling at a detailed moon with forest background",
]
base_prompt = """Adult coloring book page. Black and white line art only,
no shading, no gray tones. Clean crisp outlines. Intricate mandala-inspired
pattern fills. Medium complexity. Pure black lines on white. No color, no text.
Subject: """
for i, theme in enumerate(themes, 1):
response = client.images.generate(
model="gpt-image-2",
prompt=base_prompt + theme,
size="1024x1024",
n=1
)
print(f"Page {i}: {response.data[0].url}")
Coloring Book Prompt Tips#
| Tip | Why |
|---|---|
| "Black and white line art only" | Prevents gray shading |
| "No color, no text" | Keeps output clean |
| "Mandala-inspired pattern fills" | Adds coloring-friendly detail |
| "Medium complexity" | Balances engagement vs. frustration |
| "Clean crisp outlines" | Ensures printable quality |
Publishing to Amazon KDP#
- Generate 20-30 pages with GPT-image-2
- Upscale to 300 DPI using an image upscaler
- Add a cover page (also generated with GPT-image-2)
- Compile into PDF with proper margins
- Upload to Amazon KDP — set price at 9.99
- Profit margin: ~$3-6 per sale after printing costs
Cost Summary#
| Project | Images | Cost (via Crazyrouter) |
|---|---|---|
| 10 memes | 10 | ~$0.50 |
| 30-page coloring book | 30 | ~$1.50 |
| Full meme + coloring project | 40 | ~$2.00 |
That's a complete coloring book for under $2 in generation costs.
This wraps up our 6-part GPT-image-2 series. From palm reading to meme generation, GPT-image-2 via Crazyrouter API opens up a world of creative and monetizable possibilities.
🚀 Crazyrouter — One API key, 600+ models. GPT-image-2, GPT-5.5, Claude Opus 4.7, DeepSeek V4, and more.


