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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

👉 Services
👉 Contact