Agenticly
Blockchain Data Intelligence Platform — AI-powered research system that converts natural language queries into optimized blockchain data retrieval workflows, making complex on-chain data accessible to non-technical users.
Visit SiteThe Challenge
Non-technical users needed to access and analyze data from massive public blockchain datasets (Bitcoin, Ethereum, Solana) available in BigQuery, along with real-time crypto market data. Queries against massive datasets were extremely expensive, some took several minutes to execute, and users didn't know how to optimize their questions.
The Solution
Built an AI-powered research system with multi-source data integration, an intelligent supervisor-agent architecture, smart query optimization, and dynamic Plotly visualizations — all triggered automatically when they add value.
Implementation
Multi-Source Data Integration
Public blockchain datasets (BigQuery), Real-time APIs (CoinGecko), Web sources for market context
Intelligent Agent Architecture
Multiple specialized sub-agents conduct parallel research; supervisor agent compresses and filters information to prevent LLM bloat
Smart Query Optimization
System automatically applies intelligent limits; converts expensive full-table scans into targeted, efficient queries
Dynamic Visualization
Automatically generates interactive Plotly charts when visualization adds value; integrated directly into research responses
Key Outcomes
Cost Reduction
~70% reduction in query costs through intelligent limiting
Performance
Query time reduced from minutes to seconds
User Experience
Complex blockchain data transformed into reports with interactive visualizations
Accessibility
Non-technical users can now explore blockchain data through natural language