Dr. Michael Schymura

Economics of AI & Innovation

The Neural Enterprise

Visualize how AI agents orchestrate complex enterprise processes, routing decisions through confidence gates and human experts.

High ConfidenceLow Confidence
Business Signal
Sales AgentOrder-to-Cash
Sourcing AgentProcure-to-Pay
Production AgentPlan-to-Produce
Talent AgentHire-to-Retire
Finance AgentRecord-to-Report
Neural Core
Safety Gate
Expert Review
Autonomous Execution

AI Reasoning

LLM nodes analyze intent and context to make autonomous decisions.

Confidence Gates

Safety mechanisms that route low-confidence predictions to humans.

Human-in-the-Loop

Experts review escalated cases, ensuring accuracy and safety.