Purpose-built AI image API vs full-featured media platform
Cloudinary is a full-featured Digital Asset Management (DAM) platform with CDN, storage, transformations, and AI features.
PixelAPI is a focused AI image processing API — no storage, no DAM, just AI models (generation, background removal, upscaling, restoration).
Use Cloudinary if: You need asset management, CDN delivery, and storage.
Use PixelAPI if: You just need AI image processing at the lowest cost.
| Feature | PixelAPI | Cloudinary |
|---|---|---|
| Starting Price | $0 (pay-as-you-go) | $99/mo (Plus plan) |
| Background Removal | $0.01/image | Credits-based (~$0.40-0.80 per AI operation) |
| AI Image Generation | ✓ FLUX, SDXL ($0.012) | ✗ Not available |
| 4x Upscaling | ✓ Real-ESRGAN ($0.05) | ✓ Credits-based |
| Face Restoration | ✓ CodeFormer ($0.025) | ✗ Not available |
| Object Removal | ✓ LaMa ($0.025) | ✗ Not available |
| CDN & Storage | ✗ API only | ✓ Full DAM + CDN |
| Asset Management | ✗ Not included | ✓ Full DAM UI |
| Image Transformations | ✗ AI models only | ✓ Resize, crop, format conversion |
| Infrastructure | ✓ Bare metal GPUs (owned) | Cloud-based (AWS/GCP) |
| Cold Starts | ✓ None — always warm | ✓ None |
| Free Tier | ✓ 100 credits (10 BG removals) | ✓ 25 credits/month |
| Video Processing | ✓ AI video generation ($0.017/sec) | ✓ Transcoding + streaming |
Monthly workload:
Annual savings with PixelAPI: $2,500-4,200
Many developers use PixelAPI for AI processing + Cloudinary/Cloudflare R2 for CDN/storage:
This gives you AI cost savings (PixelAPI) + enterprise delivery (Cloudinary/Cloudflare) at a fraction of the cost.
pip install pixelapi
from pixelapi import PixelAPI
client = PixelAPI("your_api_key_here")
# Remove background
result = client.remove_background("product.jpg")
result.save("product_no_bg.png")
# Generate AI lifestyle scene
result = client.generate_image(
prompt="product on marble countertop, studio lighting",
model="flux-schnell"
)
result.save("lifestyle.jpg")
# 4x upscale
result = client.upscale("image.jpg", scale=4)
result.save("image_4x.jpg")
Yes! Use PixelAPI for AI processing, then upload to Cloudinary for storage and CDN delivery. Many customers do this to optimize costs.
No. PixelAPI is API-only. Results are delivered as temporary URLs (valid for 1 hour) or base64-encoded data. You handle storage (S3, Cloudflare R2, etc.).
Use PixelAPI for AI (generation, BG removal, etc.) and Cloudinary's URL-based API for basic transformations (resize, crop, format conversion). This hybrid approach gives you the best pricing.
Cloudinary uses a credit system where 1 credit ≈ 1 GB bandwidth or 1,000 transformations. AI operations (background removal, tagging) consume 2-3 credits each. Credits don't roll over month-to-month on subscription plans.
Get 100 free credits — no credit card required
Get Free API Key View Documentation