Screener Submission - Victor Meinert

Project Manager - Content Operations

Proof of Concept

The Problem

1,000 raw videos, no metadata. 100% agentic processing for metadata/SEO.

This proof of concept demonstrates an AI-powered pipeline that ingests any raw video, generates a publish-ready metadata package in minutes, and routes output to a small QA team for review.

4 min

Total processing time

single 14-min video

5

Metadata outputs generated

(see data below)

$0.02

Per video in API costs

Proposed Pipeline

AI

01

Ingest

AI Agent pulls video from source URL. No manual download required.

AI

02

Transcribe

Whisper AI converts audio to full text transcript locally. No API cost.

AI

03

Generate

Claude reads transcript and writes all 5 metadata outputs simultaneously.

Human

04

QA Review

QA team reviews for accuracy, approves or flags.

AI

05

Remediation

QA failures trigger an automatic repair loop. The AI agent ingests Jira feedback, corrects the metadata, and pushes back to QA for final sign-off.

AI

06

Publish

Final QA approval in Jira triggers the AI agent to package the video and metadata and push to the CDN.

Proof of Concept — Automated AI Output

BeforeOriginal — no metadata

Original Metadata

Math Works 08 Relating Fractions and Decimals

No description.

No timestamps.

No tags.

No thumbnail brief.

AfterAI-generated — ready for QA

Thumbnail

AI-generated thumbnail

Title

Fractions to Decimals for Kids | 5th Grade Math Explained

Description

Can't figure out how to turn fractions into decimals? This fun and easy math lesson breaks it all down — step by step — so any 5th grader can understand it!

In this video, you'll follow along with Gina as she tries to add up fractions with different denominators to order paint for her school play. Her friend Kate teaches her a super useful trick: convert fractions to decimals by turning the denominator into a power of ten.

How to convert fractions to decimals step by step

Why decimals are based on powers of ten

The difference between terminating and non-terminating decimals

How to use a calculator to divide numerator by denominator

Real-world examples that make fractions and decimals make sense

Timestamps

00:00Introduction – Gina's Fraction Problem
01:45Kate Explains How to Convert Fractions to Decimals
03:30Making Denominators into Powers of Ten
05:10Fractionville and Decimal Town – Animated Story
08:00Terminating vs. Non-Terminating Decimals
10:20History of Decimals with George at the Ontario Science Center
13:05Using a Calculator to Divide Numerator by Denominator

Tags

fractions and decimalsconverting fractions to decimals5th grade mathdecimals for kidshow to convert fractionsterminating decimalspowers of tenelementary mathmath for kidsfractions explained5th grade fractionsmath homework helpPBS mathdecimal lessonrelating fractions and decimals

Thumbnail Brief

Bright, cheerful classroom or cartoon-style background with bold yellow and blue colors. A friendly illustrated child holding a large fraction (3/4) with an arrow pointing to its decimal equivalent (0.75). Text overlay: "Fractions → Decimals MADE EASY!" in bold white with dark drop shadow.

Video Metadata Repository - Automated AI Output

Batch Output — 10 Videos

Click any card to view full output.

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