Reddit Analytics Platform (Gummy Search Clone)

01 THE IDEA

The idea is to build a Reddit analytics platform similar to Gummy Search, where users can add subreddits and get AI-categorized breakdowns of top posts into themes like 'solution requests,' 'pain/anger,' 'advice requests,' and 'money talk.' The tool uses Reddit's API to fetch posts and OpenAI's structured output to classify them, making it cheaper and more customizable than existing paid alternatives.

The core value proposition is turning unstructured Reddit data into structured market intelligence at scale — useful for founders doing customer discovery, marketers identifying pain points, and product teams tracking community sentiment. The video demonstrates building this with Cursor AI and Next.js, suggesting it's achievable as a small-team SaaS product with meaningful differentiation on pricing and customization.

02 THE NUMBERS

03 THE VERDICT

Gummy Search already proves people pay for this. Building a cheaper, customizable alternative with modern AI structured outputs is technically accessible and the TAM includes every founder doing customer discovery. The differentiation on pricing and customization is real, and the demo in the video shows it can be built in hours. Main risk is Gummy Search improving and lowering price, but the market is large enough for multiple players.

04 THE FIELD

• Gummy Searchest. 2021GROWING · ADDED 2026-06-07

  CATEGORY LEADER IN REDDIT AUDIENCE RESEARCH

  Paid Reddit audience research tool that aggregates and categorizes subreddit discussions; costs ~$10/day per the video.

• Exploding Topicsest. 2019GROWING · ADDED 2026-06-07

  BROADER TREND DETECTION NICHE PLAYER

  Tracks emerging trends across the web including Reddit but focuses on topic discovery rather than deep subreddit analytics.

• Reddit Keyword Monitor ProSTEADY · ADDED 2026-06-07

  NICHE PLAYER <5%

  Monitors Reddit for specific keywords, less focused on AI categorization of themes.