Video Upscaler Collection API

About the Video Upscaler Collection API

What Video Upscaler Collection does, how it fits in the WaveSpeedAI model lineup, and why teams reach for it.

All Video Upscaler Collection API endpoints

8 endpoints available now on WaveSpeedAI — pick the variant that matches your workflow.

Video Upscaler

Bria Video Upscaler increases video resolution up to 8K with 2x or 4x upscaling. Ready-to-use REST inference API, best performance, no cold starts, affordable pricing.

upscalerfrom $0.14

Video Upscaler

LTX-2 19B Video Upscaler converts low-resolution videos into crisp 4K footage with seamless motion dynamics and frame consistency. Ready-to-use REST inference API, best performance, no cold starts, affordable pricing.

upscalerfrom $0.15

Video Upscaler

Video Upscaler uses AI super-resolution to upscale videos to 4K and recover fine detail in a secure cloud environment. Ready-to-use REST inference API, best performance, no coldstarts, affordable pricing.

upscalerfrom $0.007

Video

SeedVR2 Video Upscaler turns low-resolution videos into high-fidelity 4K with seamless motion and consistent frames. Ready-to-use REST inference API, best performance, no coldstarts, affordable pricing.

upscalerfrom $0.10

Crystal Video Upscaler

Clarity AI Crystal Video Upscaler is a fast AI video super-resolution model that increases video resolution with target megapixel control and Clarity AI crystal-video processing. Ready-to-use REST inference API for enhancing low-resolution videos, restoring details, improving visual clarity, upscaling creative clips, product videos, social media content, and professional video enhancement workflows with simple integration, no coldstarts, and affordable pricing.

upscalerfrom $0.10

Ultimate Video Upscaler

Ultimate Video Upscaler converts low-resolution videos into crisp 4K footage with seamless motion dynamics and frame consistency. Ready-to-use REST inference API, best performance, no cold starts, affordable pricing.

upscalerfrom $0.15

Video Upscaler

AI Video Upscaler enhances resolution and clarity to fix blurry Sora 2 output and improve low-resolution footage with ML upscaling. Ready-to-use REST inference API, best performance, no coldstarts, affordable pricing.

upscalerfrom $0.025

Video Upscaler Pro

AI Video Upscaler Pro converts low-resolution videos into crisp 4K footage with seamless motion dynamics and frame consistency, ideal for upscaling Seedance 2.0 videos. Ready-to-use REST inference API, best performance, no coldstarts, affordable pricing.

upscalerfrom $0.15

See Video Upscaler Collection in action

Real outputs generated by the Video Upscaler Collection API. Hover any video to preview, click to open the full-size viewer.

How to use the Video Upscaler Collection API

Four steps from signup to a finished generation. Full Python, Node.js, and cURL examples are in the API section below.

1. 1

   Get an API key

   Sign up for a WaveSpeedAI account and copy your API key from the dashboard. New accounts come with free starter credits — enough to run the playground a few dozen times before billing kicks in.

2. 2

   Submit a prediction

   POST your input as JSON to https://api.wavespeed.ai/api/v3/wavespeed-ai/video-upscaler-pro. The endpoint returns a prediction id immediately — generations are async so you don't hold an open connection during inference.

3. 3

   Poll for completion

   GET https://api.wavespeed.ai/api/v3/predictions/{request_id}/result every 1-2 seconds. The response includes a status field; keep polling until it flips from"queued" or"processing" to"completed".

4. 4

   Read the output URL

   Once status is"completed", read the URL from data.outputs[0]. The URL points to your generated media on the WaveSpeedAI CDN — image, video, audio, or 3D file depending on the Video Upscaler Collection variant you called.

What you can build with Video Upscaler Collection

Common workflows developers and creators use the Video Upscaler Collection API for.

Tips for prompting Video Upscaler Collection

Practical advice for getting better outputs from Video Upscaler Collection — drawn from the patterns that work across upscaler models in production pipelines.

Video Upscaler Collection API pricing

Pricing is per-output. The final charge scales with the parameters you set in each variant's playground (resolution, duration, output count, references).

Call the Video Upscaler Collection API

Sign up for an API key at wavespeed.ai/accesskey, then submit a prediction via REST. The playground generates ready-to-paste samples for any combination of inputs.

# 1. Submit a prediction
curl -X POST "https://api.wavespeed.ai/api/v3/wavespeed-ai/video-upscaler-pro" \
  -H "Content-Type: application/json" \
  -H "Authorization: Bearer $WAVESPEED_API_KEY" \
  -d '{}'

# 2. Poll the result until status = "completed"
curl -X GET "https://api.wavespeed.ai/api/v3/predictions/{request_id}/result" \
  -H "Authorization: Bearer $WAVESPEED_API_KEY"

# Read the output URL from data.outputs[0].

// npm install wavespeed
const WaveSpeed = require('wavespeed');
const client = new WaveSpeed(); // reads WAVESPEED_API_KEY

const result = await client.run("wavespeed-ai/video-upscaler-pro", {});
console.log(result.outputs[0]); // → URL of the generated output

# pip install wavespeed
import wavespeed

output = wavespeed.run(
    "wavespeed-ai/video-upscaler-pro",
    {}
)
print(output["outputs"][0])  # → URL of the generated output

Video Upscaler Collection vs alternatives

When to pick Video Upscaler Collection over similar models on WaveSpeedAI.

Video Upscaler Collection API — Frequently asked questions

Pricing, license, integration — common questions about running Video Upscaler Collection on WaveSpeedAI.

About WaveSpeedAI

The team behind Video Upscaler Collection and the broader WaveSpeedAI model lineup on WaveSpeedAI.

WaveSpeedAI runs an inference platform that hosts 1,000+ AI models from every major provider — ByteDance, Google, OpenAI, Alibaba, Kuaishou, ElevenLabs, and dozens of independent labs — behind one API key, one billing account, and one rate-limit envelope. WaveSpeedAI also ships first-party models (Image / Video Upscalers, Watermark Removers, Animate, InfiniteTalk) tuned for production pipelines.

Related model APIs on WaveSpeedAI

Other AI APIs from WaveSpeedAI and the rest of the upscaler model lineup — one API key, one billing account.