imagenly.ai, Marouane Zouzhi AI Ops @Capcut @Tiktok

Transformed a complex Product Requirements Document into a fully functional video production pipeline. Took abstract requirements and technical specifications and engineered a robust automation system that turns scripts into polished, multi-scene videos using cutting-edge AI technologies and intelligent approval workflows.

Started with a Product Requirements Document outlining an ambitious vision: automate multi-scene video production while maintaining creative control.

The PRD specified complex requirements including:

Dynamic scene splitting with configurable counts

AI-powered image generation with human approval gates

Video animation with specific aesthetic requirements

Real-time progress tracking and notifications

The challenge: Translate these abstract requirements into a functioning system

Engineered a comprehensive automation workflow that implements every PRD requirement:

Breaks down narratives into structured scenes using advanced language AI

Generates custom imagery for each scene via generative AI models

Implements human-in-the-loop approval through team messaging with revision capabilities

Animates approved images into high-quality videos using state-of-the-art video generation

Organizes final outputs in cloud storage with proper naming conventions

AI intelligently divides scripts into configurable scene counts (user-defined)

Each scene includes narrative, dialogue, timestamps, and duration

Maintains consistent pacing and storytelling flow

Initial image generation from scene narratives

Team chat-based approval workflow with feedback loop

Unlimited revision cycles until approval

Real-time progress notifications

Advanced AI integration for image-to-video animation

Supports multiple aspect ratios (16:9, 9:16)

8-second scene duration with smooth, handheld aesthetic

Background music cues and voiceover integration

Real-time notifications for each pipeline stage

Progress tracking across all scenes

Automatic file organization in cloud storage

Complete production summary upon completion

Requirements Analysis - Broke down PRD into discrete technical components and data flow requirements

Architecture Design - Mapped out 40+ node workflow with conditional logic, state management, and error handling

Integration Engineering - Connected 5+ APIs with proper authentication and rate limiting

Workflow Logic - Implemented complex branching for approval loops, status polling, and retry mechanisms

Testing & Refinement - Validated each pipeline stage, optimized timing, and fine-tuned AI prompts

Documentation - Created comprehensive setup guides and configuration templates

Time Savings: Reduced 6-8 hour manual video production to ~20 minutes of active supervision

Scalability: Process multiple scenes simultaneously with consistent quality

Quality Control: Human oversight maintained at critical decision points

Cost Efficiency: Automated 90% of repetitive production tasks

Perfect for:

Content creators producing episodic video series

Marketing teams generating product explainers

Educational content with structured narratives

Social media teams creating multi-part stories

✅ Fully functional automation workflow

✅ PRD requirements translated into technical implementation

✅ Custom JavaScript for data transformation and validation

✅ Structured JSON schemas for content generation

✅ Complete API integration documentation

✅ Production-ready configuration templates

✅ Setup guide and operational procedures