Turn verified music and video facts into bilingual YouTube metadata, playlist routes, thumbnail briefs, and measurable A/B tests.
Diagnose why the first 6 seconds of your short-form video loses viewers — get a second-by-second evidence timeline, up to 3 named findings, 3 structurally different replacement hooks, and a timecoded edit table you can cut today.
YouTube Data API engineering, research intelligence, knowledge management, data collection, ETL pipelines, automation engineering, information architecture, documentation systems, quality assurance, and agentic workflow design. Specializes in transforming YouTube content sources into structured, AI-ready research assets for NotebookLM and modern AI knowledge workflows.
Second-by-second retention forecast for your video's first 6 seconds — which seconds bleed, why, and 3 ranked hook fixes. Every prediction goes on an auditable ledger.
Paste an Instagram Reel, YouTube Short or TikTok link, or upload the clip. One run gives you the likes, comments and post age the platform exposes, every on-screen line by timestamp, the hook device and beat map, each claim fact-checked with a verdict, whether the comments are baited, and a shoot-ready script for YOUR niche. Platforms often block downloads from cloud IPs: you then get a reduced report plus a one-line fix (upload the clip or paste its text). Every number is labeled by origin.
For a short you already posted. Send the video plus a screenshot of its retention graph (or your average % viewed) and get the curve redrawn with the drop-offs marked, the frame on screen at each drop, every leak ranked, a cut list with the new target length, and a verdict printed next to its threshold.