Recent projects
Three systems built and running
The engine, the interface, and the control layer — each one live or in production use today.
In progress
Predictive Patterns
Behavioral intelligence engine
Turns customer behavior into verified patterns, then into governed recommendations with the evidence and confidence attached.
- Pattern Maps and simulation
- Evidence and confidence thresholds
- Measured production outcomes
Live on Modern4WD
Otto Chat
AI shopping assistant
A brand-voiced assistant that answers shopper questions and guides buyers through a ~100,000-SKU parts catalog.
- Deployed in production today
- Grounded in the live catalog
- Brand-governed responses
Internal tools
ACE
Agent Control Engine
The orchestration layer behind the work — specialized agents running governed workflows with approval and oversight built in.
- Agent design and orchestration
- Governed workflows
- Approval and permitted-use control
Same method across all three: evidence first, architecture second, governance and measurement built in — not bolted on.