All success stories
Business operations/AI & automation/SC-06
AI Workflow Automation Hub
What this system is for
An event-driven automation layer that combines deterministic workflows with AI only where interpretation is useful.
Reference economics
140 h/month workload → 30% automatable → 42 h/month released.
Reference arithmetic, not a measured client result.
140 h
Reference scenario
30%
Illustrative improvement
42 h
Decision value
The success story in 30 seconds
Business problem
The operating risk is not the model itself; it is losing state, accountability or approval around a business action.
What changed
Persist workflow state outside the model.
Business utility
The commercial value comes from reducing repetitive work without making sensitive decisions less traceable.
Decision
AI & automation
System
AI Workflow Automation Hub
Validation
Controlled stages · Approval gates
Core stack
n8n · Python · FastAPI