Our Work

Gold-standard RAG chatbot for municipal government data

• 3+ municipalities onboarded with 12K+ ordinance chunks indexed
• 4 distinct chunking strategies (v1-v4) for different document types
• 100+ adversarial tests validating RAG accuracy

AI-powered data platform for a chemicals company

• Unified data from legacy Sage system with modern AI-powered search
• Automated SDS/TDS document classification and extraction pipeline
• AI trip report generation saving hours of manual data entry

Enterprise AI assistant + full CRM for environmental consultants

• Pioneered MCP server implementation with 20+ production tools
• SparkyBot AI assistant handling daily operations via natural language
• Full CRM with Gmail sync, proposals, and Stripe payments

Multi-agent FAQ/knowledge system for corporate environments

• 5 specialized agents each with domain-specific RAG
• S3→SQS→Textract pipeline for automated document ingestion
• Session memory supporting 30 turns with 72-hour TTL

AI agent orchestration and development automation SaaS

• Full AI agent orchestration with multi-agent mesh coordination
• Knowledge Bank with semantic vector search
• Document Review system with audio feedback via Whisper

Published PyPI SDK for Knowledge Bank API

• Published on PyPI — pip install gurucloud-kb
• Sync and async client support
• Multi-dimensional weighted semantic search

AI-driven CRM built autonomously by agents

• AI agents autonomously implement user-requested features
• Wish Fulfillment Pipeline from natural language to deployed code
• AI assistant contextually embedded in every page

AI-powered interactive 3D world builder

• Real-time 3D scene generation from natural language
• Voice input via Web Speech API
• GPT-4o function calling for object creation

AI-powered idea incubator with crowdfunded POC builds

• All-or-nothing crowdfunding for POCs
• AI agents build working demos autonomously
• Revenue share tracking for ideators and investors

Self-learning AI platform for nonprofit grant writing

• 75% autonomous error reduction via self-learning PI system
• 80% reduction in report creation time
• Multi-tenant architecture for 500+ concurrent organizations

Automated real estate acquisition: MLS to contract in 2 hours

• 2M+ properties analyzed with LLM-derived valuations
• 2TB+ database with sub-second queries
• Full automation: MLS listing to contract in 2 hours

Dynamic LLM-powered job matching with L-Trees algorithm

• Novel L-Trees algorithm for dynamic LLM-guided categorization
• CL-Trees chronological variant for temporal memory
• DynamicContextObjects abstraction (pgvector-based)

Lead generation through AI agent authentication workflows

• 6-state FSM lifecycle for authentication flows
• 4 authentication scenarios (no creds, vendor only, Within only, both)
• SSE event stream for real-time visibility

News-price correlation analysis and automated trading

• 78.4% arbitrage opportunity score (EXCELLENT)
• 185-minute median lag time identified
• 1,124 correlations analyzed across 13 markets