Video infrastructure was built to store, encode, and deliver files to people watching on a player.
When teams add AI, they bolt on transcription, VLMs, vector search, metadata stores, ffmpeg jobs, and custom orchestration.
Storage
S3 · GCS · buckets · archives
Encoding + delivery
ffmpeg · transcoding · HLS · CDN · players
Human playback
DRM · thumbnails · analytics · watch pages
AI bolted on
ASR · OCR · VLMs · embeddings · vector DBs
Custom glue
metadata stores · queues · webhooks · brittle pipelines





