AI Image Workflow

Build scalable, automated image generation pipelines. WaveSpeed allows you to connect multiple AI models—from text analysis to image refinement—into a seamless workflow. Ensure consistent character styles, automate background removal, and batch process thousands of images with a single API call.

Try Image Workflow View API Docs

Automated Image Pipelines

Replace manual editing with intelligent, multi-step workflows.

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

Enterprise-Grade Capabilities

Designed for high-volume production environments.

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

What is an AI Image Workflow?

An AI Image Workflow is a series of connected steps that automate the creation, modification, and optimization of images. Instead of running one task at a time, you define a pipeline (e.g., Generate -> Upscale -> Remove Background) that executes automatically.

Can I ensure consistent characters across different images?

Yes. By using tools like IP-Adapter (Image Prompt Adapter) or training a custom LoRA model within your workflow, you can maintain consistent facial features, clothing, or styles across multiple generations.

How much faster is a workflow compared to manual generation?

Workflows eliminate manual handoffs between tools. For batch tasks like processing 500 product photos, an automated workflow on WaveSpeed can reduce production time by 90% or more compared to manual prompting and editing.

Do I need to write code to use workflows?

While our API is designed for developers to build custom integrations, we also provide a visual interface where you can configure basic workflows (like "Generate then Upscale") without writing code.

What happens if one step in the workflow fails?

Our system includes error handling. If a specific step encounters an issue (e.g., a bad input image), the API will return a specific error code for that item while continuing to process the rest of the batch.

Can I use my own models in a workflow?

Yes. WaveSpeed supports custom model hosting. You can upload your own fine-tuned checkpoints or LoRAs and integrate them into your automated pipelines.