Public API research
Uses public YouTube Data API fields for competitor research. Analytics API is kept as a later OAuth-only layer.
True crime and media research
Channel Clash Engine
Compare YouTube channels, uncover guest performance patterns, score audience sentiment, and spot competitive openings with one research-grade dashboard.
Battle Preview
74 : 81
Views Winner
Channel B
Engagement Winner
Channel A
Guest Sentiment
Channel B
Guest intelligence
Detects names from titles and descriptions, groups results by guest, and lets you correct assignments manually.
Battle scorecards
Normalizes performance, sentiment, momentum, consistency, and audience loyalty into a visual scorecard.
Single Channel Analyzer
Pull public channel performance, guest, and video signals.
Enter a channel to load live YouTube API data.
Versus Mode
Channel A vs Channel B, scored category by category.
Run a battle to generate the scorecard.
Guest Rankings
Best guests, underperformers, comeback candidates, and controversy.
Analyze a channel to populate guest rankings.
Video Rankings
Best, worst, most discussed, and most controversial videos.
Analyze a channel to populate video rankings.
Comment Sentiment Report
Scan public comments and classify audience posture.
Comment scanning uses the Cloudflare Worker YouTube API secret.
Competitor Finder
Find direct competitors, aspirational channels, and content gaps.
Analyze a channel or enter a topic to generate recommendations.
Saved Reports
Local snapshots for recurring research sessions.
No saved reports yet.
Settings and API Keys
Connect public YouTube Data API access.
Public competitor research
Channel, video, playlist, search, and public comment data come through the Cloudflare Worker using a server-side secret.
Later owned-channel analytics
YouTube Analytics API should be added behind OAuth, only for channels the user owns or can access.
Data storage
Saved reports are written to Cloudflare D1 using the schema in data/schema.sql.
Review Comments
Comment Evidence