I will custom ai video generation pipeline saas architecture


About this gig
Automate your content scale with a custom AI Video Generation Pipeline.
I build high-performance workflows that transform a script into fully rendered, narrated videoscompletely hands-free. Perfect for SaaS founders, agencies, and automation platforms.
By combining robust APIs with cloud rendering, I build stable media pipelines tailored to your business.
Core Features Included
Intelligent Scripting: Story generation powered by Google Gemini Flash.
Realistic Voiceover: High-tier AI narration using ElevenLabs (multilingual).
Visual Generation: Contextual scene composition via HuggingFace SDXL.
Automated Composition: Self-hosted FFmpeg pipeline managing multi-layer rendering, audio stitching, and transitions.
Robust Control: FastAPI for fast request handling and Firebase for secure storage.
Production-Ready: Full Docker containerization for zero-stress deployment.
The Senior Advantage: This production-grade backend avoids expensive third-party video editor APIs by rendering directly on your secure servers.
Message me before ordering to design your custom AI workflow blueprint!
Get to know Jorge G.
FullStack, Mobile Dev, Angular API, Flutter, Node
- FromItaly
- Member sinceMar 2026
- Avg. response time1 hour
Languages
Spanish, English, Italian
My Portfolio
FAQ
Which specific AI models are used in the video pipeline?
By default, it integrates Gemini Flash (scripts), ElevenLabs (ultra-realistic voice), and SDXL (images). Since it's a custom FastAPI backend, I can adapt it or replace these models with OpenAI, Claude, or local open-source models according to your specific needs.
Do I have to pay for expensive third-party video editing APIs?
No. The engine uses a self-hosted pipeline with FFmpeg directly on the server. It processes video compositing, subtitles, and audio locally, eliminating recurring per-minute rendering costs and reducing your operating expenses to almost zero.
Are API keys and commercial licenses included in the packages?
You will need to provide your own API keys (Gemini, ElevenLabs). This ensures you maintain full ownership of your data, billing cycles, and commercial rights to the generated content. I will guide you through the setup process step by step.
How is the system delivered and deployed?
Se entrega completamente paquetizado con Docker. Esto garantiza un entorno aislado y portabilidad absoluta. Podrás desplegar el backend de FastAPI y FFmpeg con un solo comando en cualquier nube como AWS, DigitalOcean, Railway o un VPS propio.
Can the pipeline process multiple video requests simultaneously?
Yes, the FastAPI core efficiently handles asynchronous requests. For massive volumes or SaaS platforms, we implement a robust task queuing system with Redis. Contact me if you need to scale the architecture for massive parallel processing.
Can this backend be integrated with a web panel or mobile application?
Absolutely. The backend exposes a clean REST API and supports webhooks to notify your application when the video finishes rendering. It integrates seamlessly with frontend frameworks like Angular, React, or native mobile applications.

