Dreampaint builds custom fine-tuned image models for enterprises — delivered as your own proprietary AI, not a subscription to someone else's.
Generative AI for image generation isn't hard to demo. It's hard to deploy — with the right quality, the right branding, and without handing your IP to a platform you don't own.
Dreampaint solves all three barriers. We build your model, train it on your assets, deliver 100% ownership to you, and delete all training data post-deployment. No subscriptions, no shared infrastructure, no lock-in.
We've been operating in this space since before it was crowded. We built and scaled our own AI image product to 1.3M page views across 82 countries. We know what breaks in production. We know what enterprises actually need.
We go further than standard platforms — more training parameters, full customization, and no in-house AI team required on your end.
13 adjustable parameters for LoRA training, image generation, and API extensions — more control than Replicate, Azure, or fal combined.
We build and hand off a production-ready API tailored to your infrastructure. Competitors offer generic endpoints; we build yours.
We handle the full model lifecycle. You define the use case and deliver training assets. We do everything else.
Upscaler, content filter, watermarker, prompt filterer, NSFW filter, image detailer — all available as modular additions to your deployment.
3+ years of GPU provider partnerships (RunPod, Vast.ai, Paperspace, Linode) lets us offer costs that beat both GPU-subscription and API-subscription competitors.
Client-specific fine-tuning ensures your brand characters, product visuals, and style guide are reliably reproduced — every generation, every time.
| Replicate | Microsoft Azure | fal | Dreampaint | |
|---|---|---|---|---|
| Training parameters | 12 | 8 | 9 | 13 |
| Custom AI model training | ✕ | ✕ | ✕ | ✓ |
| Custom API development | ✕ | ✕ | ✕ | ✓ |
| No in-house developers needed | ✕ | ✕ | ✕ | ✓ |
Fine-tune a model on your brand mascot or character asset. Generate consistent, on-brand variations across campaigns, contexts, and styles — without losing your character's identity. Validated against ChatGPT and Midjourney.
Brand & MarketingUpload a source image, extract a caption, then generate multiple concept variations with a single prompt. Change colors, outfits, actions — while locking the core subject in place. One input, dozens of on-brand outputs.
Creative ProductionLet users generate custom images using your brand IP — from university hoodie selfie filters to character-based profile photo generators. We trained models per-university for one client, auto-applying the right filter per school.
Consumer AppsGenerate product images on models and backgrounds without a photo shoot. Recreate banner ads with product variations in seconds. Deployed for e-commerce clients generating catalog-scale visual content automatically.
E-commerceWhen you use public AI platforms, your images enter training datasets. Competitors' models improve using your assets. Your proprietary visual IP quietly becomes public.
Dreampaint's model delivery methodology is different: we train a custom model on your data, deliver it to you, and permanently delete all training files post-deployment.
You receive 100% ownership of the model. It runs on your infrastructure or our managed deployment. No one else has access to it, runs queries on it, or benefits from your data.
Send us your use case and data. We build a working demo — web app or API — so you can evaluate quality before any commitment.
We scope the model architecture, optimization strategy, GPU cost estimate, and any additional features you need (upscaling, content filtering, watermarking).
Custom model trained, API deployed, training data deleted. You receive your model with full ownership documentation. Ongoing support included.
We'll build you a working demo within 48 hours, no commitment. Full deployment in 2 weeks. Custom pricing based on your use case.