AI Video-to-Data Pipeline
Automated Video Processing System — fully automated, cloud-native pipeline on Azure that transforms unstructured videos into structured, queryable datasets for analytics and decision-making.
The Challenge
Raw videos contained valuable product information, but extracting and making this data searchable at scale was impossible without manual processing. The client needed an automated system to convert unstructured video content into structured data.
The Solution
Developed a fully automated, cloud-native pipeline on Azure with AI-powered content moderation, custom TensorFlow models, OCR extraction, and a LangGraph-powered LLM agent to synthesize all data into structured JSON.
Implementation
Processing Pipeline
Automated keyframe and audio extraction; Azure AI Content Safety moderation; custom TensorFlow attribute prediction; OCR text extraction; LangGraph LLM synthesis into structured JSON
Production Infrastructure
Containerized with Docker; CI/CD via GitHub Actions; PostgreSQL for queryable storage; scalable Azure cloud deployment
Key Outcomes
Automation
Zero manual video processing required
Searchability
Unstructured media converted to fully queryable datasets
Analytics
Enabled downstream reporting and business intelligence
Scalability
Production-ready system handling growing video volumes