Pulling 500 channel stats by hand takes 14 hours and the numbers go stale the same day.
Watching a 90-minute interview to find one study citation wastes 89 minutes you will never get back.
Your team's research lives in four Notion docs, three spreadsheets and one person's browser history.
You need one database where every video is already transcribed, tagged and extractable. That is what this does.
Six primitives that turn raw YouTube channels into queryable data.
Import any public channel by URL. We pull metadata, videos, thumbnails and stats, then keep them fresh on adaptive schedules.
Transcribe with Gemini 2.5-flash, then extract Q&As, facts, testimonials, studies, sponsors, people and products with GPT-4o.
Search millions of titles and descriptions with PostgreSQL trigram GIN indexes. Results return in milliseconds, not seconds.
Surface videos outperforming their channel baseline. Sort by view velocity, engagement ratio or custom median-duration filters.
Visually connect insights, people and studies. Share boards with OWNER, EDITOR, COMMENTER and VIEWER roles.
Group channels into projects. Share research across teammates with multi-user permissions, audit logs and real-time activity.
Drop a channel into a project and every video gets a full Gemini 2.5-flash transcript within minutes. GPT-4o then reads the transcript and pulls structured entities into your database. You never open the video unless you want to verify a claim.
So you can cite a specific claim from 200 videos without scrubbing a single timeline.
Channels import with an "auto" refresh frequency. If a creator posts daily the system checks every 12 hours. If they post monthly it checks every 14 days. YouTube API quota gets spent where it matters.
So you can track 2,000 channels without burning through a 10,000-unit daily quota by 10am.
The /screen page is the research surface. 23 column filters, three query paths (tag, keyword, standard) and a CTE-based search strategy that narrows 500K videos before running ILIKE. Built for power users who need fast answers.
So you can isolate "5 minute interview clips from fitness channels mentioning creatine" in under a second.
From import to extraction to team sharing — the complete research stack.
Every channel you import stays fresh, scored and comparable against its own baseline.
Gemini transcribes, GPT-4o structures, PostgreSQL stores – per video, per channel, per project.
Query 500K+ videos across keywords, tags, duration buckets and engagement thresholds.
Turn video insights into a linked research graph your team can cite from.
Cron-driven scheduler runs 10+ jobs with database locking, quota awareness and audit logs.
Built for teams that share channels, projects and research across multiple researchers.
If your job requires citing what people said on YouTube, you are the target.
Track every channel in a client's niche and surface trending hooks weekly. Extract claims competitors make so strategists can counter-position without rewatching videos.
Build citation databases from YouTube interviews and lectures. Pull study references and speaker claims into structured rows ready for qualitative coding.
Monitor public figures and channels for claims, sponsors and contradictions. Get alerted when a tracked channel publishes and surface the transcript within minutes.
Load 50 competitor channels into a project and sort by viral score. See which topics outperform each creator's baseline and mine hooks that worked.
Extract sponsor mentions, affiliate links and product placements across industries. Report on which creators drive which brand categories.
Share one channel library across researchers with role-based access. Prevent duplicate imports and keep notes, tags and extractions in one workspace.
Paste a YouTube channel URL or search by name. We pull metadata, subscriber counts, every public video and thumbnails in one background job.
Gemini 2.5-flash reads each video directly from its YouTube URL and produces a transcript inside your PostgreSQL database, no manual upload required.
GPT-4o parses transcripts for Q&As, facts, studies, sponsors, testimonials, people and products, writing each as a structured row.
Query across channels with trigram full-text search, visualize connections in mind maps, and share projects with your team via role-based access.