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FogLift: AI-Driven Product Development
AI-PoweredAgentic Systems
An end-to-end AI product development pipeline that goes from Reddit pain point scraping to live Gumroad product in one session. Uses Playwright to scrape 50+ B2C subreddits, pattern-based scoring to identify monetizable problems, and AG2 multi-agent debate (4 AI agents) to validate and select the best opportunity. Claude then generates academically-backed content, pushed directly to Notion via API, and launched on Gumroad with Reddit marketing strategy.
Technology Stack
System Architecture
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Specifications
- ▸Pain Point Scraper: Playwright scrapes 50+ B2C subreddits (ADHD, anxiety, finance, dating) for desperation signals
- ▸Monetization Scorer: Pattern matching identifies willingness to pay, urgency, and market size
- ▸AG2 Multi-Agent Debate: 4 agents (Skeptic, ProductVisionary, RevenueRealist, Moderator) argue until consensus
- ▸Idea Ranking: Generates 25 ranked product ideas with revenue estimates and difficulty scores
- ▸Evidence-Based Content: Claude researches peer-reviewed techniques (CBT, ACT, DBT, Stanford neuroscience)
- ▸Notion API Integration: Programmatically creates formatted template with callouts, headers, and checklists
- ▸Reddit Marketing: Value-first post templates that avoid spam filters and build trust
Design Decisions
| Challenge | Solution |
|---|---|
| B2B leads too slow to convert | Pivoted to B2C where individuals pay immediately for solutions |
| Too many ideas, no validation | AG2 multi-agent debate simulates team discussion with diverse perspectives |
| Apps require Mac/dev accounts | Chose Notion template + Gumroad for zero-friction digital product |
| Generic advice lacks credibility | Claude researched peer-reviewed sources with citations |
| Manual Notion setup is slow | Notion API programmatically pushes blocks, headers, and callouts |
| Reddit hates self-promotion | Value-first strategy: help first, link only when asked |
Process Flow
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