// shorts diagnostic system v1.0
SHORTS DIAGNOSTIC
SYSTEM
Identify failure points. Isolate signal from noise. AI-driven analysis on every Short — hook scores, verdicts, and targeted rewrites.
No credentials required. First scan complimentary.
Why This Trick Gets 1M Views Every Time
58s // 12d elapsed
> anomaly: payoff delayed past 2s threshold. viewers exit before hook resolves.
Recommended rewrites:
- This 3-Second Trick Broke YouTube
- Creators Are Hiding This 1M-View Hack
Optimized hook:
> "You will not believe what happens when you do this..." — cut to result at frame 1.
// sample diagnostic output. live scans use your channel data.
PROTOCOL
Link channel feed
Authenticate via Google. Read-only access to Shorts metadata and Analytics. No write permissions requested.
Run diagnostic
System pulls up to 50 recent Shorts. Each one scored and classified by GPT analysis engine.
Receive output
Hook scores, status verdicts, title rewrites, opening scripts, tag optimization. Per-Short, not generic.
DIAGNOSTIC MODULES
Hook Score
AI rates the first 3 seconds on a 1-10 scale. Isolates which Shorts stop the scroll and which lose viewers before the hook resolves.
Verdict Engine
Classification: Top Performer, Solid, Underperforming, Dead. Derived from views/day, like ratio, CTR, and average view percentage.
Rewrite Generator
Title rewrites, opening hooks, hashtag optimization. Not template advice. Generated from your data against current platform signals.
Analytics Layer
Optional YouTube Analytics API integration. Enriches diagnostics with CTR, average view percentage, impressions, and subscriber delta.
147 channels scanned. Signal extracted. Noise eliminated.
SYSTEM READY
First diagnostic complimentary. No payment data required. Results delivered in under 60 seconds.
Run diagnostic