AI app for marketing · no coding needed
YouTube comment insight and reply workbench
Turn comment threads into cited, reviewable audience insights and reply drafts while keeping the channel read-only.
Made for: Creators and channel teams who need to understand and act on YouTube comment feedback
What it does for you
The problem
Comment volume hides recurring questions, feedback and bug reports, and replies are written without a traceable view of what the audience actually said.
What it gives you
Reviewer-approved insight reports and reply drafts linked to source comments
What you give it
Authorized YouTube comment exportsvideo metadatacreator tone samples
Build your own version of Genie Engage, Orange AI and more
One app with what these 4 AI tools do, yours to keep and change: Genie Engage, Orange AI, Feedby, AudienceCue.
Everything these tools do, in one app
- YouTube comment analysis Analyzes YouTube comments to extract insights.Found in Genie Engage, Orange AI, Feedby and 1 more
- Comment summarization Summarizes comment threads into concise insights.Found in Genie Engage, Orange AI, Feedby and 1 more
- Sentiment analysis Determines overall sentiment from comments.Found in Genie Engage, Orange AI, AudienceCue
- Automated comment organization Automatically organizes and categorizes comments.Found in Genie Engage, Feedby
- Multi-video input Processes comments from multiple videos at once.Found in Orange AI, AudienceCue
- Comment filtering Filters comments to highlight feedback, questions, and bug reports.Found in Feedby
- Inbox delivery Delivers filtered insights directly to your inbox.Found in Feedby
- Personalized comment replies Generates replies to comments in the creator's tone.Found in Orange AI
- Video script generation Generates video scripts based on audience feedback.Found in Orange AI
- Trend identification Identifies recurring topics in comments.Found in Orange AI
- Cited reports Links each insight to the original comment for verification.Found in AudienceCue
- Export comments and reports Exports raw comments and generated reports.Found in AudienceCue
- Engagement tracking Tracks engagement metrics related to comments.Found in Genie Engage
- Rapid analysis Processes thousands of comments in under a minute.Found in Orange AI
- Read-only operation Does not modify or interact with the YouTube channel.Found in AudienceCue
How it works, step by step
- Import authorized comment data from selected videos
- Summarize comment threads into concise insights
- Score overall and per-theme sentiment
- Group comments into recurring topics and categories
- Process comments from multiple videos in one run
- Filter comments into feedback, questions and bug reports
- Link every insight to its original comment for verification
- Draft replies in the creator's tone
- Draft video scripts from recurring audience feedback
- Track engagement metrics tied to commented videos
- Deliver filtered insight digests to a chosen inbox
- Compare the reviewed result with the recorded baseline and value assumptions
- Capture corrections and named-owner approval before consequential use
- Export raw comments and generated reports
- Keep the channel read-only with no posting or modification
- Export a versioned reviewer-approved insight report and reply drafts with source references and unresolved questions
Build it yourself with your AI system
Build this app yourself, no coding needed
Start with a quick version you can try in a few minutes. Like it? Then build the full app by copying and pasting our step-by-step instructions: everything is prepared for you.
Sign in to see how to build it yourself
Build a quick version to try, or get the full app pack for YouTube comment insight and reply workbench with the step-by-step building instructions. You don't need any technical skills: you copy, paste and answer a few questions. Both are included in the membership.
4 Have it built for you days to a few weeks
Rather not do it yourself, or want it fully tailored to your data, your way of working and your brand? Nexibeo builds YouTube comment insight and reply workbench with you.
What's in the app pack
Included in the Complete AI Training membership.
- The building instructions your AI follows, step by step
- The questions your AI will ask you about your business before it starts
- A clickable demo you can open in your browser, to see how it should work
- A detailed blueprint of the screens, the information it keeps and the checks it runs
Become a member to get the app packAlready a member? Sign in
The files, for the technically curious
- START-HERE.mdHow to build it with your own AI (read first)3 KB
- README.mdOverview and links3 KB
- questions.mdQuestions to answer before you build2 KB
- prompt-cloudflare.mdThe full build prompt, hosted on Cloudflare26 KB
- prompt-vps.mdThe same build on your own server (Docker)26 KB
- spec.jsonData model, API, AI pipeline, acceptance criteria13 KB
- demo/index.htmlThe working demo on sample data198 KB
Questions
Do I need to know how to code?
No. You copy and paste the prompts on this page into ChatGPT or Claude, and the AI does the building. When it asks you something, you answer in your own words.
What does it cost?
The quick version, the app pack and the step-by-step instructions are for members: you pay the membership price, not a price per app (see the plans). Building the full app uses your own ChatGPT or Claude subscription. Putting it online is often cheap or no cost at the start, and your AI tells you before anything costs money.
How long does it take?
The quick version: about two minutes. The real app: an afternoon for a first version you can use, longer if you want every feature.
Can I change it to fit my business?
Yes. Tell your AI what to change in plain words, like “add a column for the price” or “use our logo and colours”. Or have Nexibeo build and customise it for you.
More detailsHow the AI works, safeguards and what to build first
Turn comment threads into cited, reviewable audience insights and reply drafts while keeping the channel read-only. For creators and channel teams who need to understand and act on YouTube comment feedback, convert authorized comment exports, video metadata and creator tone samples into reviewer-approved insight reports and reply drafts linked to source comments. The benefit is a testable hypothesis, measured through accepted insights per review hour and reply drafts approved without edits; do not assume that AI output alone produces business value.
Confirm the buyer's problem and scope, collect authorized comment exports, video metadata and creator tone samples, then follow this sequence: 1. Import authorized comment data from selected videos. 2. Summarize comment threads into concise insights. 3. Score overall and per-theme sentiment. 4. Group comments into recurring topics and categories. 5. Filter comments into feedback, questions and bug reports. 6. Link every insight to its original comment for verification. 7. Draft replies in the creator's tone. Resolve uncertain cases with qualified reviewers, approve reviewer-approved insight reports and reply drafts linked to source comments, and measure accepted insights per review hour and reply drafts approved without edits against a documented baseline.
How the AI works
Use AI to interpret permitted inputs, suggest structured mappings and generate candidate outputs for the stated task modules. Use deterministic code for arithmetic, schema validation, hard constraints and reproducible tests. Review source-linked explanations and uncertainty before accepting results. Comment analysis covers authorized exports only; posting, moderation and final reply decisions remain human. A model suggestion is never a verified fact, professional decision or authorization to act.
Safeguards
Preserve commenter privacy, source attribution, quotation accuracy and usage permissions. Creators approve substantive replies and publication scope. Authorized comment exports for a bounded video set; posting, moderation and final reply decisions remain human. Keep all consequential actions under authorized human control and do not fabricate missing inputs, permissions, professional judgments or market evidence.
What to build first
Pilot scope: Authorized comment exports for a bounded video set; posting, moderation and final reply decisions remain human. Implement one approved input format, a bounded representative case set and the first two task modules: import authorized comment data from selected videos; summarize comment threads into concise insights. Support the remaining modules with operator review: sentiment scoring, topic grouping, filtering, cited links, reply drafts, script drafts, engagement tracking, inbox digests and exports. Include source references, corrections, basic organization access, approval states, export and value measurement. Use managed operator assistance for unresolved exceptions. The cost estimate covers this narrow prototype, not unrestricted multi-tenant scale, complex production integrations, specialist certification or physical operations.
What it can connect to
Authorized YouTube comment exports, video metadata and creator tone samples. Cloud storage, spreadsheet import/export and inbox delivery. Start with file exchange and validate destination specifications before promising direct publishing. Start with authorized file exchange. Validate current provider access, usage rights and schema behavior before promising a connector.
The screens in detail
Primary screens: Source and scope setup, Analysis workspace, Report and reply review. Use a video list with comment counts, a central insight canvas grouped by theme, and a right-hand panel for source comments, sentiment and filters. Let users compare themes across videos side by side. Display draft, changes requested and approved states. Provide a shareable report link with each insight anchored to its source comment. Make the task-specific outcome reviewer-approved insight reports and reply drafts linked to source comments visible beside its evidence, review state and value baseline.
