Building Intelligence Systems at Scale
Company Meeting - December 3, 2025
Private Company Intelligence System
Real-time newsfeed processing and corporate data extraction system that monitors private company funding and merger activity.
Real-time extraction of private company funding and merger data from news feeds
Apify-powered bio data collection from company websites
High-performance processing with MongoDB storage
Grok API for intelligent content analysis and entity extraction
Merger & Acquisition Detection System
AI-powered extraction of merger and acquisition data from corporate news feeds with sophisticated multi-stage analysis and validation.
7-factor algorithm analyzing titles, content, channels, and news sources
Structured JSON extraction with comprehensive schema validation
Transaction values, company details, strategic goals, leadership, and advisors
Secondary LLM pass to resolve company root domains and enhance entities
SEC Agreement Pattern Detection
Advanced pattern matching system that identifies and classifies 301 types of legal agreements from SEC filings for predictive corporate intelligence and vector search.
PCRE-based detection covering M&A, financing, employment, and commercial agreements
10 temporal rules for predicting M&A, IPOs, distress, and restructuring events
PostgreSQL + pgvector for semantic similarity search across agreements and clauses
High-performance pattern matching across millions of SEC documents
In Development - Pattern detection complete, vector search implementation in progress
Detect M&A transactions, IPO preparations, financial distress, and restructuring events 30-180 days before public announcement
Find similar agreements, compare covenant terms, and analyze market standards across all public company filings
SEC Event Intelligence Platform
Commercial product launching January 2026 that transforms SEC filings into actionable intelligence for hedge funds and asset managers. Five integrated products from event feeds to AI predictions.
Event Feed API • Preprocessed Signals • Risk Alerts • Event Oracle • Basic Predictions (Beta)
Tagline: "See what's coming"
Structured JSON feeds by filing type or company with real-time delivery
Rule-based pattern detection with historical context and directional signals
Portfolio monitoring with quantified historical impact (-8% to -30% avg)
Natural language search - 200x cheaper than text-based RAG competitors
Rule-Based Signals
Event feeds, pattern detection, risk alerts
AI Predictions
Transformer models, future events
Trading Signals
Q-learning, portfolio optimization
Exploring cutting-edge AI research to inform our 2026 roadmap
Entity extraction, knowledge graphs, NLP techniques
GPU optimization, vector databases, LLM inference
Trading signals, event detection, forecasting
Contract analysis, legal document processing
Merger detection, deal extraction, corporate events
PDF parsing, table extraction, SEC filing processing
Turning massive datasets into actionable intelligence through innovative engineering and AI
Kee Kimbrell, Claude, Grok
Adrian, Raul Peralta