AI-Powered Problem Discovery

Our advanced AI system combines web scraping, natural language processing, and intelligent analysis to surface validated startup opportunities from real customer feedback.

Multi-Platform Intelligence

We automatically search across 12+ trusted platforms to find authentic customer complaints, feature requests, and unmet needs. Our scraping engine targets high-signal sources where real users share genuine feedback.

Platforms We Monitor

  • G2 Reviews & Cons
  • Capterra Drawbacks & Limitations
  • TrustPilot Negative Reviews
  • Product Hunt Feature Requests
  • Hacker News Pain Points
  • Indie Hackers Bootstrapping Struggles
  • Reddit Communities & Discussions
  • Stack Overflow Unsolved Issues
  • GitHub Issues & Feature Requests
  • Medium Market Analysis & Trends
  • YouTube Comments & Frustrations
  • Better Business Bureau Complaints

How It Works

1

Query Generation

AI builds targeted search queries based on your industry focus and preferences.

2

Deep Web Search

Tavily API performs comprehensive searches across all platforms simultaneously.

3

Data Extraction

Extract and parse customer feedback, complaints, and feature requests.

4

Pattern Recognition

Identify recurring problems and validate market demand signals.

Advanced AI Analysis

Powered by state-of-the-art language models and intelligent context management

Claude Sonnet 4.5 (Primary)

Anthropic's most advanced AI model delivers nuanced problem analysis, context-aware recommendations, and intelligent solution generation with Claude Haiku 3.5 as backup.

Context-Aware Responses

Maintains conversation history and user profile to provide increasingly personalized recommendations.

Intelligent Topic Extraction

Automatically identifies industries and problem domains from conversations to focus searches.

Follow-Up Intelligence

Distinguishes between new problem requests and clarifying questions to optimize search efficiency.

Demand Validation

Verifies market demand by cross-referencing problems across multiple platforms and user segments.

Profile-Based Filtering

Filters opportunities based on your budget, time, skills, and unfair advantages for actionable suggestions.

Technical Specifications

AI Infrastructure

Primary Model
Claude Sonnet 4.5 (Anthropic)
Backup Model
Claude Haiku 3.5 (fallback to Groq if needed)
Temperature
0.15 (Deterministic)
Max Tokens
4,000 tokens per response
Search API
Tavily Core v0.6.3
Data Storage
Upstash Redis + Local Storage

Platform Features

Authentication
Username/Password + Google OAuth 2.0
User Modes
Authenticated & Anonymous Support
Chat Persistence
Full conversation history with titles
Response Time
Real-time streaming responses
Mobile Support
Fully responsive interface

Experience the Power of AI

Start discovering validated startup opportunities today