# CompactKnow

> AI-powered audience research and insight platform for online communities and videos

CompactKnow is an automated research and insight platform designed to analyze public discussions and comments across platforms like YouTube. It ingests large volumes of comments into a vector database and runs multi-agent analysis to surface market gaps, audience sentiment, and business insights.

Website: https://huggingface.co/CompactKnow

## What it is for

- Analyze YouTube video comments to identify audience pain points and market opportunities
- Extract audience sentiment and topic trends from community discussions
- Conduct automated qualitative market research for startup ideas

## Features

- YouTube comment ingestion and analysis
- Vector database integration for semantic search and clustering
- Multi-agent AI processing for language, sentiment, and context
- Automated structured report generation based on custom research prompts
- Topic and gap identification across audience feedback

## Details

- Type: Web app
- Category: [Marketing & Sales](https://xiry.app/topics/marketing-sales.md)
- Topic: [Market Research](https://xiry.app/topics/marketing-sales/market-research.md)
- Open source: no
- Platforms: Web
- For: Startups, growth teams, market researchers, and content creators
- Tags: market research, youtube, sentiment analysis, ai agents, audience insights

## Why it was saved

- [@AndreyNovikoov, 25 October 2023](https://x.com/AndreyNovikoov/status/1717193565401416047): Gives creators and growth-focused teams audience sentiment, market gaps and topic analysis in real time.

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- [OpenAI Deep Research TAM Prompt](https://xiry.app/resources/openai-deep-research-tam-prompt): AI prompt template for calculating TAM and analyzing market segments (Prompt, Free)
- [OpenAI Figure 9: ChatGPT Usage Topic Breakdown](https://xiry.app/resources/openai-figure-9-chatgpt-usage-topic-breakdown): Empirical breakdown of ChatGPT conversation topics across 1.1 million sampled sessions (Framework, Free)

Updated 10 October 2026. Page: https://xiry.app/resources/compactknow

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