Your comments already wrote the next video.
Repeated questions and topic requests. Objections, praised moments and audience language. We pull them out of every comment thread on your channel and turn them into a weekly content direction.
Creator Club includes Comment Intelligence as one of 5 installable skills, plus done-for-you setup.
Sentiment scores tell you the room laughed. Comment Intelligence tells you what video to make next.
Repeated viewer questions you haven't answered. Topic requests grouped by demand. Objections that recur across every long-form upload. The phrases your audience uses to describe a problem they want you to solve.
Comment Intelligence reads every comment thread across your channel. It clusters the patterns that matter for content planning. It ships as an installable skill inside Claude Code or Codex. Your producer, editor or you call it on demand from the agent you already use.
What it surfaces
Five patterns Comment Intelligence pulls out of every thread, ranked and grouped.
Questions you left half-answered
Clustered by topic and ranked by frequency, with example comments and the videos they sit under.
Videos viewers ask for by name
"Please cover X" comments grouped and prioritized so you can see demand before you commit production hours.
Recurring pushback to address head-on
Disagreement themes that show up across multiple videos — the things your audience keeps challenging.
Specific segments viewers loved
Timestamps where comments cluster and viewers quote you back. Signal for shorts and callbacks and sequel videos.
The phrases your viewers use
The exact words and metaphors your audience reaches for — gold for titles, hooks and thumbnails that match how viewers describe problems to themselves.
Whose comments are you analyzing?
The plan changes based on the answer.
Read other creators' comment patterns
Search indexed comments under Huberman and Attia, plus Hormozi and Dwarkesh and the rest of the featured archive. Topic Ask pages and guides synthesize audience signal across creators.
Note: Library reads the channels we index and writes nothing. Comment Intelligence as a skill lives in Creator Club. That covers your own channel and a weekly drop, callable from Claude.
- ✓ Indexed comments across featured channels
- ✓ Topic Ask pages backed by comment data
- ✓ Research guides synthesizing audience signal
Run Comment Intelligence on your own channel
Every Monday a fresh read on what your viewers asked for last week. Callable on demand from Claude or Codex.
- ✓ Your channel + 3 competitors indexed
- ✓ 5 installable skills and a weekly drop, setup included
How it runs
From comment threads to a content brief in three steps.
We index your channel + competitors
We set it up for you. We pull comments across every long-form video and re-sync as new comments arrive.
Comment Intelligence clusters and ranks
Taffy pulls out questions and topic requests. It pulls out objections, praised moments and audience language. Then it clusters them and ranks them by signal strength.
You call the skill from Claude or Codex
"What questions came up on my last 10 videos that I haven't covered?" The skill reads your indexed comments and answers that. Drop the output into a brief and you have a video plan.
Who uses Comment Intelligence
Solo creators publishing weekly
Stop reading every comment by hand. Get the patterns delivered Sunday night, plan the week's video from them.
Producers and editors
Walk into a brief meeting with sourced viewer demand instead of a hunch about "what's working."
Founders running a personal channel
Audience product research and content planning use the same signal — your viewer comments.
Researchers studying creators
Read what Huberman, Attia and Hormozi viewers keep asking. Library gives you the indexed comment data on featured channels for $9/mo.
Comment Intelligence vs generic comment tools
Most tools count and chart. Comment Intelligence finds what to make next.
| Capability | Taffy | YouTube Studio | Generic comment scrapers |
|---|---|---|---|
| Sentiment and emoji counts | ✓ | ✓ | ✓ |
| Clustered repeat questions | ✓ | ✕ | ✕ |
| Topic requests prioritized by demand | ✓ | ✕ | ✕ |
| Audience language extraction | ✓ | ✕ | Manual |
| Installable as a Claude/Codex skill | Creator Club | ✕ | ✕ |
| Competitor channel comments included | Up to 3 | ✕ | Manual |
| Pricing | $199/mo Creator Club | Free (your channel only) | $20–100/mo, shallow |
Common questions
How is this different from YouTube Studio's analytics?
Studio tells you which comments got the most likes. Comment Intelligence tells you which questions keep showing up across your channel, It names the topics viewers request and the objections that keep returning. Studio is descriptive. This is directional.
Do I install something to make this work in Claude?
Creator Club members install the Taffy skills as one pack inside Claude Code or Codex. The pack holds Comment Intelligence and Content Briefs, plus Archive-to-Shorts and Video Postmortem and Title Angles. The skill calls Taffy's API behind the scenes. You manage no prompts and pipe no data by hand.
How many comments can it handle?
Every comment across every long-form video on the channel. No per-video caps. Re-syncs run on their own.
Can I include competitors?
Yes — Creator Club indexes up to three competitor channels alongside yours. Comment Intelligence runs across all of them. So you see what your category asks, not only what lands under your videos.
Is there a cheaper plan for one-off comment analysis?
No — the value is the persistent, weekly read. Need someone else's channel instead of your own? The Library ($9/mo) gives you indexed comments on the featured channels Taffy already runs.
More Taffy capabilities
Same indexed channels. Different jobs to be done.
Plan the next video from comments, not vibes.
Creator Club ships Comment Intelligence + 4 other installable skills, weekly drops and setup help. Library is for researching other people's audiences.
Monthly. Cancel anytime. Founding members locked at $199.