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AI Generation Assist Tools - Prompt enhancement, upscaling, and face restoration
Available on WaveSpeed

AI Generation Assist Tools — Optimize Prompts & Outputs

Specialized AI tools to refine prompts, upscale images, and restore faces. Elevate every generation with intelligent pre- and post-processing.

Specialized Assist Models

Improve your generation quality with essential auxiliary tools for prompt refinement, image upscaling, and face restoration.

Prompt Refinement & Enhancement

Automatically rewrite and expand simple prompts into detailed, model-optimized descriptions. Our prompt refiner understands what each foundation model responds to best and tailors your input for maximum output quality.

Prompt Refinement & Enhancement - Automatically rewrite and expand simple prompts into detailed, model-optimized d

AI Image Upscaling (Super Resolution)

Increase image resolution by 2x or 4x using Real-ESRGAN. Hallucinate realistic details, sharpen edges, and enhance textures without artifacts. Perfect for turning AI-generated thumbnails into print-ready assets.

AI Image Upscaling (Super Resolution) - Increase image resolution by 2x or 4x using Real-ESRGAN. Hallucinate realistic d

Face Restoration (CodeFormer)

Fix blurry, distorted, or damaged faces in AI-generated images and real photographs. CodeFormer reconstructs facial details with remarkable fidelity — eyes, teeth, skin texture — while preserving the original identity.

Face Restoration (CodeFormer) - Fix blurry, distorted, or damaged faces in AI-generated images and real photogra

Assist Tools vs. Manual Post-Processing

See why teams choose WaveSpeed assist tools over manual workflows.

Prompt quality
Guessing keywords for each model
AI-optimized prompts per foundation model
Upscaling
Blurry bicubic resize in Photoshop
AI super resolution with detail hallucination
Face fixing
Manual retouching in photo editors
One-click CodeFormer restoration
Workflow
Multiple tools, manual file transfers
Chained in a single API request
API access
No standard automation available
REST API + Python/JS SDKs
Cost
Expensive software licenses
Pay per use, lightweight pricing

Performance at a Glance

AI Generation Assist Tools on WaveSpeed deliver reliable results at scale.

4xMax upscale factor
5+Assist models available
99.99%Uptime SLA
$0No upfront costs

Integrate in Minutes

Production-ready SDKs for Python and JavaScript. REST API with full OpenAPI spec. Webhook support for async jobs.

  • Prompt enhance, upscale, and face restore in one API
  • Chain assist tools in a single workflow request
  • Python & JavaScript SDKs + REST API
import wavespeed
output = wavespeed.run(
"wavespeed-ai/prompt-enhance",
{
"prompt": "a cat sitting on a windowsill",
"model": "prompt-refiner-v2",
"target_model": "flux-dev",
}
)
print(output["outputs"][0])

Get Any Tool You Want

1000+ models across image, video, audio, and 3D — all through one API.

FAQ

These are specialized, smaller AI models designed to support the main generation process. They don't generate images from scratch but rather help prepare the input (prompts) or improve the output (upscaling, fixing).

It is not mandatory, but highly recommended if you want to maximize the potential of models like Stable Diffusion or FLUX. Better prompts almost always lead to better images.

Yes. While primarily used for fixing AI-generated faces, CodeFormer is also excellent at restoring old, blurry, or damaged real-world photographs.

Generally, assist tools are much lighter and faster than full generation models, so they consume significantly fewer credits. Some simple pre-processing steps may even be free depending on your plan.

Yes. With the WaveSpeed API, you can define a "workflow" in your JSON request. For example, you can request generate_image with restore_faces: true and upscale: 2x, and the system will run the assist tools in sequence automatically.

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