Capability
Governed AI & Automation.
We're moving past vibes and experimental scripts. I build resilient, human-in-the-loop AI ecosystems designed for data sovereignty and operational accuracy.
25 years building systems that work.
Now applying AI to real operations.
AI and automation applied with governance, clarity, and operational value.
What I do
Practical systems design and AI automation—built with governance, clarity, and operational value.
-
- Capability
Systems Evolution & Legacy Modernization.
25+ years of guiding organizations from mainframes to the cloud. I specialize in high-stakes migrations-modernizing without breaking the business.
- Capability
High-Stakes Infrastructure.
From drone flight centers to provincial health claims, I architect systems where 99.9% uptime is the baseline requirement for safety and compliance.
- Capability
Intelligent Knowledge Architecture.
The bridge between your data and your AI. I transform unstructured closet-data into high-fidelity knowledge bases that actually understand your business.
Selected work
Portfolio projects where governance, security, and delivery discipline turned into measurable outcomes.
-
FIT Automate
Governed AI Innovation.
View projectApplying 25+ years of enterprise discipline to build a trustworthy AI ecosystem. Grounding modern automation in proven governance, structured documentation, and human-in-the-loop workflows for SMBs.
Practical, Governed AI.
-
Drone Delivery Canada
Mission-Critical Industrial IoT.
View projectArchitected a 16,000 sq. ft. aerospace-grade Operations Control Centre and private data center. Scaled a high-growth startup into an ISO 9001-certified commercial enterprise with 99.9% flight uptime.
Aerospace-grade operational maturity.
-
Custom AMS (OOHNA)
FinTech & Regulatory Compliance.
View projectDirected the full SDLC for a secure, custom-built Association Management System. Navigated rigorous PCI-DSS compliance and replaced manual batching with real-time Moneris financial integrations.
50% reduction in manual data entry.
-
Ontario Dental Association
Enterprise Systems Evolution.
View projectGuided a 12-year architectural journey for a provincial body. Managed the high-stakes migration from legacy IBM mainframes and HP-UX clusters to modern, virtualized VMware ecosystems.
Zero-downtime legacy migrations.
-
Warden Woods Community Centre
Rapid Social Infrastructure.
View projectModernized critical community foundations by migrating legacy "closet-servers" to Microsoft 365. Enabled a mobile workforce of PSWs and secured the technical launch of a 45-bed emergency shelter.
Resilient IT for essential services.
Career
1999 → 2026. The arc from consultant to founder.
- 1999
Forward IT Thinking
Principal Consultant. IT leadership, automation, security, M365, Power Platform—decades of hands-on delivery.
- 2010
OOHNA
Senior PM. Custom software SDLC—reduced data entry and labour costs. Built systems that stuck.
- 2012
Ontario Dental Association
IT Manager / Senior PM. Full infrastructure, VMware, Exchange, AMS upgrade.
- 2016
Warden Woods Community Centre
Manager IT & Operations. O365 migration, virtual servers, first 45-bed shelter in Scarborough.
- 2019
Drone Delivery Canada
Manager IT Systems. Enterprise IT for national drone logistics. 6 years, 99.9% uptime, ISO 9001.
- 2024
FIT Automate
Founder. Building the automation layer for the next 25—governed AI for SMBs.
Working on now
FIT Automate is the current venture. The solutions—FIT Web, FIT Docs, and FIT Knows—are the operating layer we’re building to make governance practical.
FIT Automate
A structured AI automation company delivering practical SMB solutions—governed, repeatable, and built for human oversight.
-
FIT Web
Web automation and structured workflows for how you work.
-
FIT Docs
Document intelligence and processes that scale with governance.
-
FIT Knows
A knowledge layer and RAG foundation teams can own and extend.