What I've Learned Building My Own IT Tools With AI
I'm an IT director who builds software for the problems I see at work, with AI as part of the toolkit. Here's how I keep the quality bar high.
IT Director · Microsoft 365 & Azure · Cloud Architecture
Technology Operations
Built for Real-World Outcomes
Practical writing on cloud architecture, Microsoft 365, IT leadership, and the operational discipline it takes to run compliant, cost-efficient technology at scale, from someone doing the work.
Microsoft 365 Architecture
Azure Cloud Design
Healthcare IT & HIPAA
IT Operations & Service Delivery
Cloud Cost Optimization
On the Record
Honest writing on cloud architecture, IT leadership, and keeping complex systems running.
Complexity Is a Choice, Not an Inheritance
Most IT complexity was never designed. It accumulated, one reasonable decision at a time, until nobody could explain why half of it exists. Two weeks into running a small IT team, here is the five-step framework I am using to...
Show the AI Once. It Runs It Every Time.
Most organizations have AI subscriptions and still cannot answer the question: what should we actually automate? The bottleneck was never capability. It was discovery. A new category of tool is closing that gap by watching how work actually gets done....
The Admin Portal Is a View. Microsoft Graph Is the Management Plane.
Every action you take in the Microsoft 365 admin center is an API call to Microsoft Graph. The portal is just the interface that initiates it. AI has changed what administrators can do with the layer underneath.
Open Source AI Has Closed the Gap. Where You Run It Is the Decision.
Open source AI models now match or exceed closed frontier models on major benchmarks. For businesses, that changes the strategic question entirely. It is no longer which subscription to buy. It is where to run the model and who controls...
AI Is Not a Search Engine. It Is a Digital Employee.
Most organizations are using AI to make individual workflows faster. That is real value, but it is also the smallest version of what AI can do. The bigger opportunity is not in how your team works. It is in how...
What I Write About
The areas I actually work in.
Azure Architecture
Enterprise cloud design, identity, Entra ID, disaster recovery, cost governance, compliance architecture
Microsoft 365
Exchange Online, Teams, SharePoint, Intune, Defender for M365, governance and compliance
IT Leadership
Team development, budget ownership, stakeholder communication, executive reporting, hiring
IT Operations
Service delivery, incident management, change control, vendor management, SLA ownership, process improvement
Cost Optimization
Licensing audits, cloud resource governance, vendor negotiation, eliminating wasteful spend
Security & Identity
Entra ID, Conditional Access, MFA, Fortinet, zero-trust foundations, compliance controls
AI & Automation
Microsoft Copilot, AI-assisted operations, automation strategy, practical AI adoption in enterprise IT