AI Video Workflow

Automate video production from script to final render. WaveSpeed allows you to chain multiple AI models—LLMs for scripting, Flux for images, and Wan for animation—into a single, cohesive pipeline. Eliminate manual handoffs and generate thousands of videos programmatically.

Try Video Workflow View API Docs

Building an Automated Video Workflow

A typical AI video workflow on WaveSpeed integrates distinct generation phases into one automated sequence.

1. Script & Storyboard Generation

Start with a text prompt or structured data and use an LLM such as Llama 3 or DeepSeek to generate a full video script, scene descriptions, and negative prompts automatically.

2. Visual Asset Creation

Pass scene descriptions into a text-to-image model like FLUX.1 to create consistent characters and backgrounds for each scene. These images become keyframes for the rest of the pipeline.

3. Motion Generation (Image-to-Video)

Feed generated keyframes into an image-to-video model such as Wan 2.1 or Kling so the final video keeps the exact style and composition of the original images.

4. Audio & Lip Sync

Generate voiceovers using text-to-speech and synchronize narration with on-screen characters using lip-sync models like avatar lip sync for natural, on-beat dialogue.

5. Upscaling & Compiling

Finish by upscaling video to 4K and stitching clips together using tools like FFmpeg via WaveSpeed pipeline integrations, so you can output ready-to-publish files in one automated flow.

Production Pipeline Examples

See how businesses leverage automated workflows to scale content production.

Social Media Automation

Workflow Stage

Input

Trending news topic or Reddit thread URL.

Action

Summarize text → generate 4 image scenes → animate images → add AI voiceover.

Model / Technology

Llama 3 + FLUX.1 + Wan 2.1 + TTS

Output: A ready-to-post 60-second vertical video (Shorts/Reels) as MP4.

E-commerce Personalization

Workflow Stage

Input

User name + product ID + purchase history from your CRM.

Action

Generate a personalized “thank you” script and render an avatar speaking the user’s name.

Model / Technology

LLM + SadTalker / Vidu + email API integration

Output: A personalized video emailed within 5 minutes of purchase.

Frequently Asked Questions

What is an AI Video Workflow?

An AI Video Workflow is a sequence of automated steps that connects different AI models to produce a video without manual intervention. It typically involves chaining text generation, image generation, video animation, and audio synthesis.

Do I need coding skills to build a workflow?

For complex, fully automated pipelines via API, basic programming knowledge (Python/JavaScript) is recommended. However, our dashboard allows you to manually test and sequence these steps to prototype your workflow before coding.

How do I ensure consistency across scenes?

Consistency is achieved by using the same seed values, consistent character LoRAs (Low-Rank Adaptation), or using the previous frame as a reference for the next segment (Video-to-Video) within the workflow.

Can I integrate this into my own app?

Yes. WaveSpeed is API-first. You can trigger a workflow from your backend using a simple REST API call and receive the final video via a webhook callback when processing is complete.

What is the latency for a full workflow?

Total time depends on the complexity. A simple text-to-video task may take seconds, while a multi-step workflow with upscaling and audio sync may take a few minutes. Our parallel processing infrastructure ensures maximum speed for concurrent requests.