AI & Machine Learning

Microsoft Investing Little on AI in Its Own Management Services October 4, 2026 Although Microsoft promotes AI, including upsells in the form of Copilots, Azure AI, and the...more Agent 365 for GCC Is Available, but It Has Security, Compliance, and Other Gaps October 2, 2026 Microsoft 365 G7 mirrors E7 by adding Agent 365, which brings agent governance, observability, and...more Fabric for GCC and GCC High Is Imminent September 28, 2026 Fabric, Microsoft’s data and analytics platform, is finally in public preview for US Government Community...more Microsoft 365 G7 Government Suite: A Release in Progress September 25, 2026 The initial release of Microsoft 365 G7, the equivalent of Microsoft 365 E7 but licensed...more Understanding Copilot Studio Harnesses and Their Costs September 22, 2026 An AI harness is a layer between an agent or an AI application and the...more Microsoft IQ Enables Enterprise Intelligence, But at What Cost? September 21, 2026 Enterprise intelligence is shifting from stored information to metered services consumed by AI. Microsoft IQ...more Agent 365: Microsoft Attempts to Herd Your AI Agents Updated: September 21, 2026 Microsoft’s Agent 365 seeks to help organizations increase the manageability, security, and compliance of their...more Microsoft 365 E7 Suite Available: It’s All About AI Updated: September 21, 2026 Unlike the E3 and E5 tiers of Microsoft 365, E7 is likely of very limited...more Microsoft 365 AI Governance Features: A Dog’s Breakfast September 14, 2026 Aspects of AI governance are addressed by many features across Microsoft 365’s compliance, identity, security,...more GitHub Copilot Brings Another AI Consumption Unit to Track September 14, 2026 Microsoft has revised the metered usage units for GitHub Copilot and added a new “Max”...more The Hidden Costs of M365 Copilot September 10, 2026 Microsoft injected unpredictable consumption costs into user subscription licensing with Copilot Cowork, and there’s more...more Power Platform’s Final Release Wave and How Updates Will Now Be Delivered September 8, 2026 Power Platform is no longer delivering updates in “waves” and is moving to a continuous...more Azure Copilot Agents Simplify Azure Operation, Optimization Updated: August 31, 2026 The Azure portal has had a Copilot for more than a year, but it has...more Should Your Organization Buy Agent 365? August 21, 2026 Agent 365 brings substantial governance, security, and identity capabilities to agent deployments, but certain organizations...more Avoid Overspending on GitHub Copilot With Governance and Training August 16, 2026 GitHub Copilot’s billing scheme employs a Per-User license plus metered usage based on what a...more Fabric IQ: The Long Road to Smarter Data August 10, 2026 Fabric IQ enhances OneLake data with additional business context to help AI, agents, and other...more

Microsoft’s Units for Metered AI Consumption Costs September 14, 2026 Navigating Microsoft’s Copilots Updated: September 1, 2026 Reporting and Analytics Tools for Microsoft 365 Copilot and Agents April 7, 2026 GitHub Copilot Tier Comparison June 3, 2025

  Licensing Reference Azure Machine Learning Machine Learning charges for Azure resources consumed, including compute, storage, networking, model training, inference, and...more   Product Reference Fabric Data Engineering Provides an environment where data engineers can collect, store, and process large volumes of data,...more   Product Reference Fabric Data Science Provides an environment where data scientists can explore data, cleanse and prep data, conduct experiments,...more   Product Reference Fabric Microsoft Fabric is a data and analytics cloud service that simplifies the deployment and use...more   Product Reference Azure Support Plans Paid Azure support plans provide both break-fix support and guidance to developers and operations staff...more   Product Reference Fabric IQ Fabric IQ is a Fabric workload in preview that adds reusable business context to data...more   Product Reference SQL Database in Fabric A special deployment of a SQL Database accessed from inside Fabric; offering quick deployment and...more   Licensing Reference Stream Analytics Stream Analytics is a real-time analytics and data-processing service designed to process and analyze high...more   Licensing Reference Data Explorer ADX is purchased with provisioned costs primarily from VMs and an ADX markup fee, and...more   Product Reference HDInsight Azure HDInsight is a cloud database service based on Apache’s Hadoop open-source software framework.   Product Reference Synapse Analytics Azure Synapse Analytics is a multipurpose analytics and data warehouse service designed for organizations with...more   Product Reference Databricks Azure Databricks is an Azure cloud service based on Databricks technology, a third-party offering that...more   Licensing Reference Databricks Azure Databricks provides a “lakehouse”—a single governed environment that combines the structured data and query...more   Licensing Reference HDInsight Azure HDInsight is a managed cluster service for running Apache Hadoop ecosystem technologies on Azure...more   Licensing Reference Synapse Analytics Azure Synapse Analytics is purchased as an Azure consumption service, and each of the engines...more   Licensing Reference Fabric Fabric is primarily licensed through a combination of computational capacity-based fees (that can be applied...more

Database, Analytics, and AI/ML Roadmap

Copilot   Fabric