Workplace Safety AI — AI Video Pipeline Case Study
This project demonstrates how AI can be used to generate short, engaging safety videos.
Example Video
1. Problem
Traditional safety training is:
- text-heavy
- boring
- hard to remember
Workers often ignore written instructions.
As a result: - low engagement - poor retention - increased risk
2. Goal
Create short, visual safety content that:
- is easy to understand
- shows real scenarios
- can be produced at scale
3. Approach
Instead of filming real videos:
👉 Use AI to generate scenes
This allows: - fast iteration - low production cost - scalable content creation
4. Pipeline
Prompt → Image → Video → Voice → Lip Sync → Final Video
5. Tools
- ComfyUI (image generation)
- Wan / LTX (image to video)
- TTS (voice generation)
- Lip sync (VoxCPM / SadTalker)
- ffmpeg (final rendering)
6. Character System
To keep videos consistent:
- fixed prompts
- reference images
- controlled generation
This ensures: - same character across scenes - recognizable identity
7. Example Scenario
A worker is standing on unstable scaffolding.
Risk: - fall from height
AI generates: - unsafe behavior - accident scenario - visual outcome
8. Output
- short videos (10–30 seconds)
- vertical format (1080x1920)
- voice narration
- clear visual message
9. Benefits
- faster than traditional video production
- lower cost
- scalable (hundreds of videos)
- easy to update content
10. Challenges
Inconsistent characters
Fix: - use reference images - control prompts
Unstable video output
Fix: - reduce motion - use short clips
Model unpredictability
Fix: - multiple generations - select best output
11. Result
A working system that can:
- generate safety videos on demand
- maintain consistent style
- scale content production
12. Use Cases
- construction safety training
- internal company training
- awareness campaigns
- social media content
13. What This Shows
This is not a single video.
This is a repeatable system that produces content.
14. Work With Me
If you want to build similar system:
- AI video pipeline
- automated content generation
- custom AI workflows