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E-commerce Product Automation
| Step | Action | Model / Technology |
|---|---|---|
| 1. Input | Raw product photo (e.g., sneaker on a table). | User Upload / API |
| 2. Segmentation | Automatically identify and mask the product. | Segment Anything Model (SAM) |
| 3. Background Gen | Replace the original background with a prompt-based scene (e.g., "studio lighting, podium"). | Inpainting / ControlNet |
| 4. Upscaling | Enhance resolution for print or web display. | Real-ESRGAN / 4x Upscaler |
| 5. Output | High-resolution marketing asset ready for deployment. | Download / Cloud Storage |
Game Asset Generation
| Step | Action | Model / Technology |
|---|---|---|
| 1. Input | Concept art or base character render. | User Upload / API |
| 2. Segmentation | Isolate characters or key objects from the scene. | Segment Anything Model (SAM) |
| 3. Style Transfer / Background Gen | Apply game-specific art style and generate in-world backgrounds. | LoRA / ControlNet / Inpainting |
| 4. Upscaling | Increase resolution for in-game or cinematic use. | Real-ESRGAN / 4x Upscaler |
| 5. Output | Optimized sprites or textures ready for engine import. | Download / Cloud Storage |
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Batch Processing
Submit thousands of prompts or images in a single request. Our infrastructure handles queuing and parallel processing to deliver results in minutes, not hours.
Style Consistency (LoRA)
Fine-tune models on your specific brand assets or art style. Apply this custom LoRA across your entire workflow to ensure every generated image aligns with your visual identity.
API Integration
Trigger workflows directly from your CMS, DAM, or custom application. Receive webhooks when jobs are complete to automate downstream publishing.
Q & A
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