Insights
Field notes on Microsoft Copilot, Copilot Studio, Power Automate, and AI governance in commercial, GCC, and GCC High tenants.
Aligning Government AI with NIST 800-171 and OMB M-22-09 Zero Trust Without Buying Another Product
The moment a government team decides to deploy an AI agent, a sales cycle starts. Vendors appear with an “AI governance platform,” a compliance dashboard, a model-risk module, all priced per seat per month…
Your Agency Paid for Copilot. Almost Nobody Uses It. That’s a Training Problem, and It’s Fixable in a Day.
Somewhere in your tenant right now is a pile of Microsoft 365 Copilot licenses you are paying for every month, and most of them are doing nothing. The seats got provisioned. An email went…
The GCC Subcontractor Federal Primes Actually Need: M365, Copilot, and Power Platform Delivery That Survives the Boundary
A prime wins a Microsoft 365 modernization task order. The proposal promised Copilot enablement, Power Platform automation, and Purview governance, all inside the agency’s Government Community Cloud. Then the kickoff call lands, somebody opens…
From Natural Language to Graph API: Letting Non-Scripters Run Tier-3 M365 Admin Safely
Most government IT teams have the same bottleneck, and it is not technology. It is that one or two people know the PowerShell and the Graph API calls for tier-three M365 administration, and everyone…
The Real Copilot Readiness Checklist for GCC: Oversharing, Permission Sprawl, and Label Drift
Microsoft 365 Copilot does not create your data problem. It indexes it, then hands it to anyone with a license and a question. Everything that was quietly overshared for the last decade is now…
MCP Servers in Government: Giving AI Agents Safe, Policy-Compliant Tooling Without Opening Your Tenant
An AI agent is only as safe as the tools you hand it. Give it broad access and a friendly prompt, and it will do exactly what you were afraid it might. In a…
Automating Public-Records Retention Classification Without Touching the Cloud: Local SLM + Vector Retrieval
Public records retention is the least glamorous problem in government IT and one of the few that can actually end up in court. Every record an agency holds has a statutory clock on it.…
Building a Custom MCP Server for Microsoft 365 GCC: Architecture Notes
A technical walkthrough of the Model Context Protocol server architecture deployed as the automation foundation for 17 production AI systems in a GCC environment — covering GCC boundary constraints, policy enforcement at the tool…
Citation-Bound, Zero-Summarization: How to Build a Copilot Studio Agent Government Lawyers Will Actually Trust
A government lawyer doesn’t want a summary of the statute. They want the statute. The exact text, the section number, the proviso clause, the word “shall” instead of “may.” Hand them a fluent paraphrase…
GCC vs GCC High for AI: The One Architecture Decision That Decides Whether Copilot Even Works
Microsoft 365 Copilot now runs in both GCC and GCC High. That single fact is exactly why a lot of agencies are about to make an expensive, hard-to-reverse mistake. “It’s available everywhere now” gets…
Why Your Next Government AI Project Should Be Run by the Engineer, Not an Account Manager
When you hire a large integrator for a government AI project, the first thing that shows up is not code. It is an org chart. A delivery lead, an engagement manager, a couple of…
We Recovered 400+ M365 Licenses With an AI Agent: The Reclamation Logic Rules-Based Tools Miss
Every government M365 tenant I have ever opened is overpaying for licenses nobody is using. That part is not controversial. What surprises people is that the standard cleanup tools, the “find inactive users and…
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