Transcript, comments, sentiment, and what to make next.
Every video on an indexed channel gets a six-layer Taffy report: chapters, topics, citations, comment themes, topic-level sentiment, and a direction signal for the next upload.
Library for researching the featured channel archive. Creator Club for analyzing your own and competitor videos.
Most video analyzers paraphrase and stop. Taffy adds the audience.
A paragraph summary is half the story. The other half: how viewers reacted, which segments drew callbacks, which claims drew pushback, which questions the video left unanswered.
Taffy ships the structured transcript, the topic extraction, the audience sentiment, the recurring comment patterns, and a direction signal for what to make next. Everything citation-linked to the exact moment in the video.
What's in the analysis
Six layers on every video, all citation-linked.
Structured transcript
Chapters and timestamps, with searchable text.
Topic extraction
The 5–10 things the video is actually about, ranked.
Numbers and citations
Stats, studies, and quoted figures pulled into a side index.
Comment themes
Questions, requests, objections, praised moments — clustered.
Topic-level sentiment
How viewers reacted to each topic, not just the whole video.
Direction signal
What this video tells you to make next, grounded in the data.
Two ways to analyze videos with Taffy
Analyze videos from the featured archive
Every video on every indexed channel gets the full report. Search across, jump in, cite out.
- ✓ Full reports on indexed channels
- ✓ Cross-creator topic Ask pages
- ✓ Citations with timestamps
Full report on every upload
Your videos plus three competitors. Drop a URL into Claude or Codex; the analyzer answers from the indexed report.
- ✓ Your channel + 3 competitors indexed
- ✓ 5 installable skills, setup included
Common questions
How is this different from an AI summary tool?
Summary tools paraphrase the transcript. Taffy analyzes the video and the audience response, with everything citation-linked back to the moments in the video. The output is structured for research and content planning, not just for skimming.
Can I analyze any YouTube video?
Taffy works against the channels we index. Library covers the featured channel archive. Creator Club covers your channel and up to three competitors. We don't run one-off analyses on arbitrary public videos.
Does it work with Claude or Codex?
Yes — Creator Club ships installable skills (Video Postmortem, Comment Intelligence, Content Briefs, Archive-to-Shorts, Title Angles) that plug your indexed channels into the AI agent you use.
Is the report cached?
Yes — every indexed video has a persistent report that updates as new comments and engagement arrive. You can cite the same analysis next week and the timestamps will still resolve.
More Taffy capabilities
Same indexed channels. Different jobs to be done.
Analyze videos the way producers wish they could.
Library for the indexed archive. Creator Club for your channel and competitors.
Monthly. Cancel anytime.