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Arif Mughal

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#Copilot Studio

5 articles with this tag.

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Microsoft 365

FinOps for Microsoft 365 Copilot and Agents: Seats, Copilot Credits and Chargeback

Microsoft 365 Copilot and its agents are paid for in three different ways, and each one bills to a different place: per-user seats on the Microsoft 365 invoice, prepaid Copilot Credits allocated to Power Platform environments, and pay-as-you-go charges on an Azure subscription. This guide explains the three cost shapes, the controls Microsoft provides for each, and a chargeback model built on them, checked against Microsoft's documentation in September 2026.

10 min read

AI Governance

Agent Sprawl: An Inventory and Lifecycle Model for Enterprise AI Agents

Most organizations can now build AI agents faster than they can say who owns them. This article proposes a twelve-field inventory record and a seven-stage lifecycle from proposal to retirement, and maps each stage to what the Microsoft 365 Agent Registry, Microsoft Agent 365, Entra Agent ID and Power Platform inventory actually do as of September 2026, including where the tooling stops.

10 min read

AI Security

MCP Servers in the Enterprise: How to Vet, Host and Govern Model Context Protocol Tools

Every MCP server is two things at once: text your model will read, and code that acts with someone's credentials. This guide covers the current MCP specification and its OAuth 2.1 authorization model, five risk classes, a vetting checklist, where Microsoft's MCP hosting and gateway options stand in September 2026, and an allow-list model that holds up in an audit.

10 min read

AI Architecture

Who Approved That? Human-in-the-Loop Patterns for AI Agents That Act

Once an AI agent can write to systems, send email or move money, "a human approves it" is not a design. This guide classifies agent actions by consequence and reversibility, maps each class to an approval pattern, and sets out what the audit record must hold to survive a review, grounded in what Microsoft 365 Copilot, Copilot Studio, Microsoft Foundry and Purview actually provide as of September 2026.

9 min read

AI Governance

The Microsoft AI Stack Explained: Copilot, Copilot Studio, Foundry, Agent 365 and Security Copilot

Microsoft's AI portfolio is not five versions of the same product — it is a layered enterprise architecture with an experience layer, two build platforms, a control plane, and the identity, data and threat controls underneath. A practical architecture guide to what each platform is for, which workloads belong where, how agent identity and authority actually flow, and what has to be true before an organization scales any of it.

47 min read