AI-powered pipeline that discovers, analyzes, and scores business opportunities from public sources with zero-cost local inference
Opportunity discovery is noisy and time-intensive. Enterprise market intelligence platforms cost $50K-$500K annually and still require significant human analysis. This system automates sourcing and analysis across multiple channels, scores opportunities with local LLMs, and stores results in a semantic search database for rapid filtering and decision support.
By leveraging on-premise AI inference and multi-source data acquisition, we eliminate recurring API costs while delivering institutionally-relevant opportunity scoring. The system integrates FICO credit profile analysis—a market-first capability—matching opportunities to capital deployment readiness without vendor dependency.
Local LLM inference eliminates API costs while maintaining enterprise-grade analysis quality
Automated scraping across Reddit, Indie Hackers, and Google with intelligent deduplication
ChromaDB vector database enables contextual retrieval and historical pattern matching
First-to-market credit profile matching for capital readiness scoring
Automated scraping and analysis across Reddit, Indie Hackers, and Google with intelligent filtering and deduplication.
On-premise Qwen 30B inference with zero API costs, complete data sovereignty, and unlimited scalability.
ChromaDB-powered semantic search with RAG pipeline for contextual opportunity analysis and historical pattern matching.
Unique financial-profile integration matching opportunities to capital readiness—a market-first capability.
Complete automation suite with cron scheduling, demo mode, and personalization pipelines for diverse deployment scenarios.
Complete on-premise operation with zero external dependencies, ensuring full control over sensitive market intelligence.
Replaces enterprise market intelligence subscriptions with zero marginal cost per query through on-premise AI inference and local data processing.
Reduces opportunity analysis cycle from days to minutes through automated multi-source aggregation and structured AI scoring.
Complete suite of production, demo, and personalization pipelines demonstrating enterprise-ready architecture and modularity.
Unique capability matching opportunities to capital readiness through credit profile analysis—no competitor offers this functionality.
Discover how autonomous opportunity discovery can transform your investment research process with zero marginal cost and complete data sovereignty.