AI IDEA VALIDATION ENGINE
From Idea to Validation in One Step
Combining semantic search, AI filtering, and multi-source data to help you discover if an idea has already been built — in seconds.
Natural Language Search
No exact keywords needed — just describe your idea in a sentence. Supports both English and Chinese input with automatic intent understanding.
Dual-Source Coverage
Search across GitHub open-source repos and ProductHunt launched products simultaneously — covering both open-source implementations and commercial solutions.
AI Query Rewriting
Leverages LLM to automatically optimize and expand your query into multiple semantic variants, significantly improving recall.
Semantic Vector Search
High-dimensional vector retrieval powered by embedding models. Matches by semantic similarity, not just keyword overlap.
AI-Powered Filtering
LLM performs a second-pass filter on retrieved results, removing irrelevant content and keeping only what truly matches your needs.
Interactive AI Chat
Chat with AI based on search results — compare projects, analyze feature differences, and get technical recommendations.