Complete AI Training

AI app for marketing · no coding needed

Community opinion research and summary console

Reduce the time spent finding and reading community discussions while keeping every claim linked to its source.

Made for: Marketing and product teams that need authentic community opinions to answer questions or inform decisions

What Community opinion research and summary console looks like
Open the demo For members · a working demo with sample data

What it does for you

The problem

Relevant community discussions are scattered across Reddit and YouTube, and reading and verifying them takes hours.

What it gives you

Source-linked summary with citations and reviewer approval

What you give it

Permitted community discussionsvideo transcriptschannel selections

Build your own version of Gigabrain, Reddit Answers and more

One app with what these 7 AI tools do, yours to keep and change: Gigabrain, Reddit Answers, Reddit Scout, LLMHub, Explore AI, Pigeon, Felo.

Everything these tools do, in one app

  • Community discussion search Searches across community platforms like Reddit and YouTube to find relevant discussions and answers.Found in Gigabrain, Reddit Answers, Reddit Scout and 2 more
  • AI-powered summaries Generates concise summaries of discussions, comments, or opinions to save reading time.Found in Reddit Answers, Reddit Scout, Pigeon
  • Source citations and links Provides citations or direct links to original sources for verification and deeper exploration.Found in Gigabrain, Reddit Answers
  • Real user experiences Surfaces authentic human perspectives and recommendations from community discussions.Found in Reddit Answers, Pigeon
  • Chrome extension Offers a browser extension for seamless integration into browsing workflows.Found in Gigabrain, Reddit Scout, Pigeon
  • Contributor analysis Analyzes prolific and helpful contributors to highlight trustworthy information.Found in Gigabrain
  • Conversational interface Allows users to ask questions and receive responses in a conversational manner.Found in Reddit Answers
  • Automated aggregation Automatically scans and gathers highly rated comments and recommendations from Reddit threads.Found in Reddit Scout
  • Real-time search topics Displays recent and frequently queried product topics for up-to-date information.Found in Reddit Scout
  • Collaborative search rooms Enables multiple users to search together simultaneously in shared spaces.Found in LLMHub
  • AI agent integration Integrates AI agents to assist in generating and validating search results.Found in LLMHub
  • Contribution attribution Clearly attributes contributions to both users and AI for transparency.Found in LLMHub
  • Upvote validation Allows team members to upvote and validate trusted answers.Found in LLMHub
  • Ad-free experience Provides an uninterrupted search experience without advertisements.Found in LLMHub
  • Channel filtering Filters search results by selecting multiple YouTube channels for targeted findings.Found in Explore AI
  • Time-stamp navigation Jumps directly to the specific moment in a video where information is discussed.Found in Explore AI
  • Context-aware questions Analyzes the current webpage and suggests relevant questions to guide research.Found in Pigeon
  • Comment ranking Ranks and highlights the most helpful comments to reduce noise.Found in Pigeon
  • Content generation Automatically generates content based on user inputs.Found in Felo
  • Editing suggestions Provides intelligent editing suggestions to improve text quality.Found in Felo
  • Task automation Automates content scheduling and publishing tasks.Found in Felo
  • Collaboration tools Enables team workflows and feedback for content creation.Found in Felo
  • Analytics dashboard Provides insights on content performance.Found in Felo

How it works, step by step

  1. Search community platforms for relevant discussions
  2. Summarize discussions, comments and opinions concisely
  3. Attach citations and direct links to original sources
  4. Surface authentic user experiences and recommendations
  5. Provide a browser extension for in-page research
  6. Analyze prolific and helpful contributors
  7. Support conversational questions and answers
  8. Aggregate highly rated comments from threads
  9. Show recent and frequently queried topics
  10. Support shared search rooms for teams
  11. Integrate AI agents to draft and validate results
  12. Attribute contributions to users and AI
  13. Let team members upvote and validate trusted answers
  14. Filter results by selected YouTube channels
  15. Jump to the exact video moment where a topic is discussed
  16. Suggest context-aware questions from the current page
  17. Rank and highlight the most helpful comments
  18. Generate draft content from approved inputs
  19. Suggest edits to improve draft text
  20. Schedule and publish approved content
  21. Support team feedback on drafts
  22. Report content performance in a dashboard
  23. Compare the reviewed result with the recorded baseline and value assumptions
  24. Capture corrections and named-owner approval before consequential use
  25. Export a versioned source-linked summary with citations 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 Community opinion research and summary console 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.

Sign in Become a member

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 Community opinion research and summary console with you.

Have Nexibeo build it

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 links5 KB
  • questions.mdQuestions to answer before you build3 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 data197 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

Reduce the time spent finding and reading community discussions while keeping every claim linked to its source. For marketing and product teams that need authentic community opinions to answer questions or inform decisions, convert permitted community discussions, video transcripts and channel selections into a source-linked summary with citations, contributor context and reviewer approval. The benefit is a testable hypothesis, measured through research hours per accepted answer and citation accuracy after review; do not assume that AI output alone produces business value.

Confirm the buyer's problem and scope, collect permitted community discussions, video transcripts and channel selections, then follow this sequence: 1. Search community platforms for relevant discussions. 2. Summarize discussions, comments and opinions concisely. 3. Attach citations and direct links to original sources. Resolve uncertain cases with qualified reviewers, approve the source-linked summary with citations and reviewer approval, and measure research hours per accepted answer and citation accuracy after review 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. Public community content only; no private or restricted data. Final claims and publication decisions remain human. A model suggestion is never a verified fact, professional decision or authorization to act.

Safeguards

Preserve source attribution, quotation accuracy and usage permissions. Reviewers approve substantive claims and publication scope. Public community content only; no private or restricted data. Final claims and publication 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: Public community content only; no private or restricted data. Final claims and publication decisions remain human. Implement one approved input format, a bounded representative case set and the first two task modules: search community platforms for relevant discussions; summarize discussions, comments and opinions concisely. Support the third module with operator review: attach citations and direct links to original sources. 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 community platform access, permitted video transcripts and approved research sources. Cloud storage, content scheduling destinations and analytics sources. 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: Research brief and sources, Editable summary preview, Client proof and delivery. Use a thumbnail gallery for research projects, a large central editing canvas, and a right-hand panel for sources, citations and comments. Let users compare versions side by side. Display draft, changes requested and approved states. Provide a client preview link with comments anchored to the relevant claim. Make the task-specific outcome source-linked summary with citations and reviewer approval visible beside its evidence, review state and value baseline.