Video Summary & Thumbnail Generation

Our client received hundreds of video submissions per cohort and processed every one manually. Staff would watch each video to write a title, find a usable thumbnail frame, design the thumbnail, and publish. With volume growing each year, publishing delays stretched to days and staff time was increasingly consumed by work that didn't require human judgment.

Specific manual steps involved for each video:

• Watching the full video to write an appropriate title
• Scrubbing through frames to find a visually usable thumbnail moment
• Designing a thumbnail individually for each submission
• Manually entering metadata and publishing

We built a fully automated video processing pipeline that ingests raw video submissions and outputs a publication-ready result — title, thumbnail, and metadata — with no human review needed per video.

• Publishing time reduced from days to minutes per video
• Scalable to hundreds of videos per day without adding staff
• 7–8 visual templates ensure consistent branding across all published content