Data Logging
Event Capture
Transaction Records
Data
Logs raw interactions, transactions, and events.
Contextual Analysis
Business Intelligence
Performance Metrics
Insight
Provides context: "Your Q3 sales are down 12% compared to Q2."
Forecasting
Risk Assessment
Demand Planning
Prediction
Forecasts outcomes: churn risk, deal likelihood, inventory needs.
Action Recommendations
Strategic Guidance
Decision Support
Prescription
Recommends actions: "Offer 5% discount to this segment", "Reorder now."
Digital Twin
Cross-Department
Unified View
Command
Unifies views across all departments in one digital twin.
End-to-End Execution
Workflow Automation
Minimal Intervention
Action
Executes workflows end-to-end (calls, emails, approvals) with minimal human.
Continuous Learning
Behavioral Updates
Graph Evolution
Adaptation
Learns from feedback loops: updates agent behavior and graph relationships.
