AI Media Workflow
Orchestrate the entire content lifecycle. WaveSpeed connects text, image, video, and audio models into a unified production pipeline. Automate complex media tasks—from scriptwriting to final video rendering—without managing disjointed tools or APIs.
Multi-Modal Workflow Scenarios
See how developers combine different AI models to build autonomous media applications.
1. Automated Video Production (Text-to-Finish)
| Stage | Input | Action & Model | Output |
|---|---|---|---|
| Ideation | Topic Keyword | Text Gen (Llama 3): Writes a 30-second script and scene descriptions. | Script JSON |
| Visualization | Scene Descriptions | Image Gen (FLUX.1): Creates photorealistic keyframes for each scene. | Keyframe Images |
| Animation | Keyframes | Image-to-Video (Wan 2.1): Animates static images into video clips. | Video Clips |
| Audio | Script Text | TTS (ElevenLabs/OpenVoice): Generates voiceover narration. | Audio File |
| Assembly | Video + Audio | FFmpeg Integration: Stitches clips and syncs audio. | Final MP4 |
2. Interactive Digital Avatar (Real-Time)
| Stage | Input | Action & Model | Output |
|---|---|---|---|
| Ideation | Topic Keyword | Text Gen (Llama 3): Writes a 30-second script and scene descriptions. | Script JSON |
| Visualization | Scene Descriptions | Image Gen (FLUX.1): Creates photorealistic keyframes for each scene. | Keyframe Images |
| Animation | Keyframes | Image-to-Video (Wan 2.1): Animates static images into video clips. | Video Clips |
| Audio | Script Text | TTS (ElevenLabs/OpenVoice): Generates voiceover narration. | Audio File |
| Assembly | Video + Audio | FFmpeg Integration: Stitches clips and syncs audio. | Final MP4 |
3. Content Localization (Video-to-Video)
| Stage | Input | Action & Model | Output |
|---|---|---|---|
| Ideation | Topic Keyword | Text Gen (Llama 3): Writes a 30-second script and scene descriptions. | Script JSON |
| Visualization | Scene Descriptions | Image Gen (FLUX.1): Creates photorealistic keyframes for each scene. | Keyframe Images |
| Animation | Keyframes | Image-to-Video (Wan 2.1): Animates static images into video clips. | Video Clips |
| Audio | Script Text | TTS (ElevenLabs/OpenVoice): Generates voiceover narration. | Audio File |
| Assembly | Video + Audio | FFmpeg Integration: Stitches clips and syncs audio. | Final MP4 |
Q & A
What is an AI Media Workflow?
An AI Media Workflow is a system that chains together multiple types of AI models—text, image, audio, and video—to automate the creation of complex media assets. Unlike single-task generation, a workflow handles the inputs and outputs between models automatically.
How do I pass data between models?
WaveSpeed's API is designed for interoperability. You can pass the output URL of one generation (e.g., an image from FLUX) directly as the input parameter for the next step (e.g., the reference image for Wan 2.1 Video) within your JSON payload.
Can I customize the workflow logic?
Yes. You have full control over the logic. You can insert conditional steps, manual approval loops, or custom code execution between API calls to tailor the workflow to your specific business requirements.
What is the latency for a complex workflow?
Latency is the sum of each individual step. However, WaveSpeed optimizes this by keeping data within our internal network (reducing upload/download times between steps) and offering parallel processing for independent tasks.
Is this suitable for high-volume production?
Yes. Our infrastructure is built to scale. You can run thousands of concurrent workflow instances, making it ideal for personalized video marketing, dynamic game asset creation, or automated news reporting.
Do you offer a visual workflow builder?
Currently, we offer a low-code dashboard for testing linear workflows. For complex, branching logic, we recommend using our REST API or Python SDK for maximum flexibility.