Your evidence. A clearer next step.
01 / UNIFIED OUTPUT
See the whole picture.
Observed performance, model interpretation and comment evidence — kept separate.
Six-dimension review
MODEL INTERPRETATIONEmotion beats
NOT WATCH RETENTIONA model's interpretation of a video is not a measurement of viewers' feelings, completion or watch time.
No prediction is generated by this browser workspace.
Transcript
No transcript supplied.
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Evidence & limitations
- Load a report to inspect its provenance and warnings.
Actual retention, when you have it
Import owner analytics as CSV: second,retention_percent. Values may exceed 100% when segments are replayed.
A drop identifies a segment to inspect. It does not establish the cause.
02 / AUDIENCE EVIDENCE
Listen before you make.
Use imported topics and word frequencies to find questions worth investigating.
Topics in the report
Word-frequency map
Size reflects supplied frequency, not importance or sentiment. Local keyword grouping is not a semantic model.
What should the next video answer?
03 / BEFORE PRODUCTION
Check the script first.
Transparent, rule-based writing checks. No video upload, visual model or virality prediction.
Preflight notes
- Paste a script and run the checks.
Estimated narration time ignores pauses, sound design and visuals. Test with a recorded read. These checks do not establish engagement.
04 / EVIDENCE-LED RESEARCH
Study the mechanism.
Original creator pages and disclosed workflows. Treat overseas transfer as a hypothesis.
Build an original adaptation
05 / HONEST CAPABILITIES
Know what is connected.
This site imports reports. The local engine and future hosted service are separate.
Local engine · integration in development
Collector → media preparation + ASR / visual analysis + comment processing → unified JSON / Excel. No API key is stored in this page.
- WOW upstream: MIT-licensed, local Express tool. Needs security changes before public deployment.
- Collection upstream: MIT-licensed, with missing dependencies and pipeline defects identified during review.
- Provider credentials, platform access and production hosting are not configured here.