Take Charge and Stay Ahead with Power Platform Monitor Alerts

Stop chasing problems and start preventing them. Monitor Alerts flips the script for Power Platform admins. Instead of manually checking dashboards, you can define custom health thresholds and get notifications when apps or flows start slipping. No guesswork, no endless refresh marathons—just proactive control. Built into the Power Platform admin center and requiring no setup, Monitor Alerts works across canvas apps, model-driven apps, cloud flows, and desktop flows, giving admins the power to act before users notice a problem.

Watch how easy it is to create an alert, catch a threshold breach, and take guided action—without living on dashboards.

Why Monitor Alerts Matters

When incidents hit, every minute counts. Historically, admins had to log into Monitor and scan metrics to catch issues. Monitor Alerts changes that by letting you define what “healthy” means and notifying you when reality drifts below that bar.

Benefits include:

  • Fewer surprises: Alerts only when conditions you care about are met.
  • Faster response: Go straight from alert to action.
  • Focus on fixes, not hunting for issues.

Where It Lives

Monitor Alerts are available in the following context:

  • Audience: Tenant administrators and environment administrators
  • Surface: Monitor in the Power Platform admin center
  • Availability: Public preview
  • Setup: None required—start using it immediately

Monitor already provides operational health metrics and actionable recommendations. Alerts add an early-warning layer so you can react before issues escalate.

What You Can Alert On

Monitor Alerts currently supports:

  • Canvas apps
  • Model-driven apps
  • Cloud flows
  • Desktop flows

Examples include:

  • App load times exceeding thresholds
  • Spikes in flow failures in critical environments
  • Degradation in availability for executive-facing apps
  • Error spikes in desktop flows

Quickstart (No Configuration Needed)

  1. Open Power Platform admin center
  2. Navigate to Monitor > Alerts
  3. Create an alert: pick environment and resource type
  4. Define condition: choose metric, set threshold, specify evaluation window
  5. Add recipients (DL or named admins)
  6. Save & test
  7. Tune thresholds to balance sensitivity and noise

Best Practices

  • Align thresholds to SLAs: Start with business expectations.
  • Alert on trends, not blips: Use sustained windows to avoid alert fatigue.
  • Route smartly: Send to on-call DL; add context in alert description.
  • Pair with recommendations: Use Monitor’s insights to accelerate root cause analysis.
  • Review regularly: Adjust thresholds as usage grows.

Learn more: Power Platform Monitor Alerts

The post Take Charge and Stay Ahead with Power Platform Monitor Alerts appeared first on Microsoft Power Platform Blog.

What’s new in Microsoft Security Copilot

What’s new in Microsoft Security Copilot

This post was originally published on this site.


Security and IT teams move fast – and so does Security Copilot. This month, we’re delivering powerful new capabilities that help security and IT professionals investigate threats, manage identities, and automate protection with greater speed and precision. From AI-powered triage and policy optimization to smarter data exploration and expanded language support, these updates are designed to help you stay ahead of threats, reduce manual effort, and unlock new levels of efficiency.

Let’s dive into what’s new.

 

Improve IT efficiency with Copilot in Microsoft Intune – now generally available

IT admins can now use Security Copilot in Intune which includes a dedicated data exploration experience, allowing them to ask questions, extract insights, and take action – all from within the Intune admin center. Whether it’s identifying non-compliant devices, managing updates, or automating remediation, Copilot simplifies complex workflows and brings data and actions together in one place.
Learn more: Copilot in Microsoft Intune announcement

 

Streamline identity security with Copilot in Microsoft Entra – now generally available

Security Copilot in Microsoft Entra now brings AI-assisted investigation and identity management directly into the Entra admin center. Admins can ask natural language questions to troubleshoot sign-ins, review access, monitor tenant health, and analyze role assignments – without writing queries or switching tools. With expanded coverage and improved performance, Copilot helps teams move faster, close gaps, and stay ahead of threats.
Learn more: Copilot in Microsoft Entra announcement

 

Close gaps quickly with the Conditional Access Optimization Agent – now generally available

The Conditional Access Optimization Agent in Microsoft Entra brings AI-powered automation to identity workflows. The agent runs autonomously to detect gaps, overlaps, and outdated policy assignments – then recommends precise, one-click remediations to close them fast.

Key benefits include:

  • Autonomous protection: Automatically identifies users and apps not covered by policies
  • Explainable decisions: Plain-language summaries and visual activity maps
  • Custom adaptability: Learns from natural-language feedback and supports business rules
  • Full auditability: All actions logged for compliance and transparency

As one security leader put it:

“The Conditional Access Optimization Agent is like having a security analyst on call 24/7. It proactively identifies gaps in our Conditional Access policies and ensures every user is protected from day one… It’s a secure path to innovation that every chief information security officer can trust.”
Julian Rasmussen, Senior Consultant and Partner, Point Taken, Microsoft MVP
Learn more: Conditional Access Optimization Agent in Microsoft Entra GA announcement

 

Investigate phishing alerts faster with the new Phishing Triage Agent in Microsoft Defender

The Phishing Triage Agent in Microsoft Defender is now in public preview, bringing autonomous, AI-powered threat detection to your SOC workflows. Powered by large language models, the agent performs deep semantic analysis of emails, URLs, and files to determine whether a submission is a phishing threat or a false alarm – without relying on static rules.

It learns from analyst feedback, adapts to your organization’s patterns, and provides clear, natural language explanations for every verdict. A visual decision map shows exactly how the agent reached its conclusion, making the process fully transparent and reviewable.

Learn more: Announcing public preview Phishing Triage Agent in Microsoft Defender

 

The Threat Intelligence Briefing Agent is now in Public Preview: Build organization-specific briefings in just minutes

The Threat Intelligence Briefing Agent has entered public preview in the Security Copilot standalone experience, transforming how security teams stay ahead of emerging threats. With this powerful agent, creating highly relevant, organization-specific threat intelligence briefings now takes minutes rather than hours or days, empowering teams to act with speed and confidence. Through real-time dynamic reasoning, the agent surfaces the most relevant threat intelligence based on attributes such as the organization’s industry, geographic location, and unique attack surface to deliver critical context and invaluable situational awareness.

Learn more: aka.ms/ti-briefing-agent

 

Streamline operations with workspace-level management

Security Copilot now supports workspaces, giving organizations a flexible way to segment environments by team, region, or business unit. With workspaces now in public preview, admins can align access, data boundaries, and SCU capacity with operational and compliance needs. Each workspace supports role-based access control, localized prompt history, and independent capacity planning – making it easier to manage complex, distributed security and IT operations.

As part of this model, workspace-level plugin management is now generally available, allowing admins to configure plugin settings at the workspace or organization level. This eliminates the need for per-user setup and improves efficiency across large environments.

Learn more: New tools for Security Copilot management and capacity planning

 

Plan smarter with the new Security Copilot Capacity Calculator

The Security Copilot Capacity Calculator is now available in the standalone experience (Azure account required), helping teams estimate how many SCUs they may need.
Security Copilot supports:

  • Provisioned SCUs for predictable workloads
  • Overage SCUs to scale with variable workloads

Teams can estimate initial capacity using the capacity calculator, monitor usage in the in-product usage dashboard, and adjust their SCU allocation as needed. Learn more about Security Copilot pricing here.

Learn more: New tools for Security Copilot management and capacity planning

 

Automate Entra workflows with embedded NL2API skill

Security Copilot can now reason over Microsoft Graph APIs to answer complex, multi-stage questions across Entra resources. This embedded experience in Entra, powered by the NL2API skill, is now generally available – bringing advanced automation and intelligence directly into your Entra workflows.

 

Get faster suggestions with dynamic suggested prompts for Entra skills

Dynamic suggested prompts are now generally available for Entra skills, offering faster and more deterministic follow-up suggestions using direct skill invocation – bypassing the orchestrator for improved performance.

 

Meet compliance needs with FedRAMP High authorization for Security Copilot

Security Copilot is now included within the Federal Risk and Authorization Management Program (FedRAMP) High Authorization for Azure Commercial. This Provisional Authorization to Operate (P-ATO) within the existing FedRAMP High Azure Commercial environment was approved by the FedRAMP Joint Authorization Board (JAB). This milestone marks a significant step forward in our mission to bring Microsoft Security Copilot’s cutting-edge AI-powered security capabilities to our Government Community Cloud (GCC) customers. Stay tuned for updates on when Security Copilot will be fully available for GCC customers.

 

Expand global reach with Korean language and Swiss data residency

Security Copilot now supports Korean in both standalone and embedded experiences. For a full list of supported languages, visit Supported languages in Microsoft Security Copilot

Additionally, customers in Switzerland can now benefit from Swiss region data residency, ensuring Security Copilot data is stored within Swiss boundaries to meet local compliance requirements.

Learn more: Availability and recovery of Security Copilot

 

Improve accuracy and scale with GPT-4.1 and large output support

We’ve upgraded Security Copilot to support GPT-4.1 across all experiences at the evaluation level, offering larger context windows, improved interactions, and up to 50% accuracy improvements in some scenarios.

Also now generally available is large output support, which removes the previous 2MB limit for data used in LLMs – giving teams more flexibility when working with large datasets.

 

Audit agent changes with Purview UAL integration

Agent administration auditing is now generally available in Microsoft Purview Unified Audit Log, allowing teams to trace agent creation, updates, and deletions with detailed metadata for improved visibility and compliance.

Learn more: Access the Security Copilot audit log

 

Stay tuned and explore more!

Security Copilot is transforming how security and IT teams operate – bringing AI-powered insights, automation, and decision support into everyday workflows. With new capabilities landing every month, the pace of innovation is accelerating.

We’ll be back in September with more updates. Until then, explore these resources to get hands-on, deepen your understanding, and see what’s possible:

 

Don’t miss Microsoft Secure digital event on September 30th – we’ll be announcing exciting new capabilities for Security Copilot and sharing what’s next in AI-powered security. Register now to be the first to hear the announcements and see what’s coming.

Effortless Visibility and Operational Insights for All with Monitor

Ever had a critical app crash at the worst possible moment, or a vital flow suddenly stop sending emails? With Monitor, you don’t have to wait for end-users to complain. Now generally available and enabled by default, no setup required, Monitor gives makers and admins real-time visibility, powerful metrics, and actionable recommendations to keep apps and automations running smoothly. From canvas and model-driven apps to cloud and desktop flows, Monitor helps you identify issues early, understand root causes, and optimize performance proactively—all from a single, integrated experience.

Power Platform Monitor enables operational insights for administrators across environments

Power Apps Monitor empowers makers with operational insights into the apps that they own or co-author

Monitor is available in the Power Platform admin center and in Power Apps at make.powerapps.com. This is a must-have business tool that will empower makers and administrators with deeper visibility into the operational health of their business-critical apps and automations.

Visibility that scales with your role

Monitor is designed to meet the needs of makers, Center of Excellence teams, Operations teams, and administrators. Makers can now access performance and health insights for the apps they own or co-author directly in make.powerapps.com. Additionally, people with administrative and governance responsibilities can use Monitor in the Power Platform admin center to monitor resources, enabling cross-tenant oversight.

This dual-surface approach ensures that everyone, from individual app builders to Center of Excellence teams, can identify issues faster, understand root causes, and take informed action.

What’s included

Monitor supports operational health metrics and recommendations for:

  • Canvas apps – available in both Power Apps and Power Platform Monitor
  • Model-driven apps – available in both surfaces
  • Cloud flows – available in Power Platform Monitor
  • Desktop flows – available in Power Platform Monitor

These insights go beyond raw telemetry. Monitor surfaces contextual recommendations, such as optimizing Power FX code to improve load time in canvas apps or identifying bottlenecks in flow execution, so you can improve performance and reliability without guesswork. We’re also excited to introduce configurable alerts, coming soon! These alerts will proactively monitor the health of your resources and notify you when the performance dips, so you can take action before issues escalate.

Built for action, not just observation

Monitor isn’t just about dashboards, it’s about driving outcomes. With this release, you can:

  • Quickly identify underperforming resources
  • Understand the impact of issues on users and business processes
  • Take guided steps to resolve problems before they escalate

And because Monitor is integrated into the tools you already use, there’s no need to switch contexts or learn a new interface.

Available now & no setup required

Monitor is now generally available and enabled by default. No configuration is needed to get started. Simply head to:

To learn more, check out the documentation on Power Platform Monitor and Power Apps Monitor

The post Effortless Visibility and Operational Insights for All with Monitor appeared first on Microsoft Power Platform Blog.

What’s new in Microsoft Security Copilot

New tools for Security Copilot management and capacity planning

This post was originally published on this site.


Last year, we launched Microsoft Security Copilot with a bold goal: to help organizations protect at the speed of AI. Since then, Security Copilot has been transforming how IT and security operations teams respond to threats and manage their environments. In fact, research from live operations indicates that Security Copilot users have seen impact like a 30% reduction in mean time to resolution for SOC teams, and a 54% decrease in time to resolve a device policy conflict for IT teams. 

As adoption has grown, so has the complexity of customer needs. In many organizations, different teams, business units, and regions require distinct approaches to data access, capacity planning, and tooling. At the same time, customers want the flexibility to start small, test scenarios, and scale usage over time, without committing to long-term contracts. 

To meet these needs, Security Copilot is offered as a consumptive solution, allowing organizations to provision Security Compute Units (SCUs) as needed. This flexible model lowers the barrier to entry and encourages experimentation. And now, with workspaces and the Security Copilot capacity calculator to help manage capacity, customers can adopt Security Copilot with even more confidence and control. 

Workspaces 

Security operations don’t happen in a vacuum – different teams, business units, and regions have unique operational needs. This is why we’re excited to launch workspaces in public preview – a major enhancement to how teams can manage access, resources, and collaboration within Security Copilot. Workspaces provide a flexible way to segment environments, making it easier to align access and capacity with organizational needs, legal structures, or compliance requirements. 

 

Let’s take the example of a multinational organization with separate security and IT teams in North America, Europe, and Asia. With workspaces, this company can realize benefits in: 

  • Data boundaries: Each regional team operates within its own dedicated workspace, keeping data like prompt history local and accessible only to that team. This isolation ensures information stays relevant to the team and supports compliance with regional data residency requirements and internal policies. 
  • Role-based access control: Only authorized users specified by the admin have access to each workspace, and workspace management is restricted to users with administrator roles. 
  • Capacity planning: SCUs can be provisioned per workspace, giving admins the ability to right-size capacity based on each team’s workload. APAC can scale up during a surge while the US conserves usage during a quiet period. 

 Note: multi-workspace support is now available in Security Copilot, enabling users to manage prompt sessions across multiple workspaces. However, available agents that run autonomously are currently limited to a single workspace, and embedded experiences continue to route traffic exclusively through the tenant-level default workspace. Please refer to the documentation for full details. 

Security Copilot capacity calculator 

One of the most common questions we hear from customers is: “How many SCUs do I need to get started with Security Copilot?” Given the dynamic nature of AI-powered security workflows, forecasting compute needs can be a challenge, especially for teams just starting their journey. To make planning easier, we’re excited to announce the launch of the Security Copilot capacity calculator, now available in the Security Copilot standalone experience (Azure account required). 

This tool offers a practical starting point to help estimate how many SCUs your organization may require. With a few clicks, customers can get an idea of estimated SCU usage based on inputs like number of users in an embedded Security Copilot experience. While actual consumption may vary as it depends on real-time prompt activity, the calculator serves as a helpful guide for initial provisioning and budget planning.  

Once you’ve estimated your baseline needs, you can get started in Security Copilot or in the Azure portal. Security Copilot offers two flexible models to support both predictable workloads and unplanned spikes in usage: 

  • Provisioned SCUs: Ideal for predictable, ongoing operations. A minimum of one provisioned SCU is required. 
  • Overage SCUs: Designed for variable demand. Overage SCUs allow usage to scale seamlessly, and customers only pay for what they use, up to their chosen optional overage limit. 

With the capacity calculator, organizations can confidently begin their Security Copilot journey and better manage usage to align with their business needs. After getting started, teams can monitor consumption through the in-product usage dashboard and adjust capacity as demand fluctuates. Learn more about Security Copilot pricing here. 

Get Started with Security Copilot today 

Together, workspaces and the capacity calculator provide organizations with deeper insight, flexibility, and control over their Security Copilot usage. These features address the real-world challenges of managing diverse teams, complex environments, and evolving workloads. Whether you’re just starting your Security Copilot journey or looking to optimize your existing usage, these tools help you right-size capacity, maintain compliance, and deliver actionable AI assistance for your security and IT teams. 

Discover Security Copilot use cases, best practices, and customer success stories in the Security Copilot adoption hub. Learn more about our most recent Security Copilot innovations for IT teams here. If you have questions or need support, don’t hesitate to contact us or reach out to your account manager. 

2025 release wave 2 plans for Microsoft Dynamics 365, Microsoft Power Platform, and Role-based Microsoft Copilot offerings

We’re entering the age of AI agents, a transformative moment reshaping the landscape of business applications and platforms. AI agents aren’t just making incremental improvements, they’re helping to redefine productivity and can fundamentally change how work gets done.

Published today, the 2025 release wave 2 for Microsoft Dynamics 365, Microsoft Power Platform, and Copilot offerings introduces new and improved capabilities that help organizations to harness the full potential of this new era. These plans compile new capabilities slated for release between October 2025 and March 2026.
Integral to the wave 2 plans, AI assistants and agents not only help humans with day-to-day tasks, but also act as proactive partners to drive better business outcomes. Our upcoming release brings that vision to life, helping to make AI not just accessible but an essential component in daily operations. Whether it’s enabling sellers to close deals faster, providing service teams real-time trusted knowledge, or empowering finance professionals with AI-driven reconciliation and analysis, these enhancements can be transformative to the way we all work.

Be sure to stay updated on the latest features and create your personalized release plan using the release planner.

Highlights from Dynamics 365

The 2025 release wave 2 for Dynamics 365 brings new innovation to transform functions across your business.

Microsoft Dynamics 365 Customer Insights – Data enhances Microsoft Copilot and agents with real-time, unified customer profiles, enabling teams to act on insights within their workflow. With enriched data, seamless platform integration, and faster processing, businesses can deliver timely, personalized experiences that boost engagement and conversions.

Microsoft Dynamics 365 Customer Insights – Journeys empowers businesses to craft personalized, AI-driven customer experiences across all touchpoints. With Copilot, agents, and enhanced orchestration tools, teams can engage the right audiences at scale, streamline lead generation, and accelerate growth.

Microsoft Dynamics 365 Sales brings the power of AI to help sellers achieve their targets and automate busywork. Microsoft Copilot delivers actionable insights in the flow of work, while AI agents research and engage leads, drive purchase intent, and proactively bring key insights and emergent deal risks—helping sellers close more deals faster. A reimagined interface reorients sellers from data to insights. Watch this video to discover the new and enhanced features in this release wave for Dynamics 365 Sales.

Microsoft Dynamics 365 Customer Service continues to enhance agentic and Copilot capabilities for case and knowledge management, as well as AI-driven routing.

Microsoft Dynamics 365 Contact Center continues to enhance agentic and Copilot capabilities to automate the service journey across digital and voice channels, along with the introduction of new omnichannel and supervisor capabilities in the 2025 release wave 2.

Microsoft Dynamics 365 Field Service will deliver AI agents, enhanced scheduling tools, mobile usability improvements, and deeper Microsoft 365 integration in the upcoming release wave. With innovations across inspections, vendor coordination, and connectivity with Microsoft Dynamics 365 Project Operations, Field Service empowers organizations to deliver smarter, faster, and more seamless service at scale.

Microsoft Dynamics 365 Finance brings global-scale finance and agentic operations to our customers, including agents that can lead to faster financial close, and provide additional automation and optimization across large scale operations, as well as enhancements to business performance analytics and planning solutions.

Microsoft Dynamics 365 Supply Chain Management can enhance demand planning with event and promotion forecasting, and help improve quality management for sample handling; and the Supplier Communications Agent will automate vendor interactions. New supplier engagement tools and warehouse app upgrades will also be introduced to further streamline operations and boost efficiency.

Microsoft Dynamics 365 Project Operations will continue to deliver powerful enhancements across the project lifecycle. These include improved mobile and browser experiences for time and expense, better project planning with enterprise custom fields, streamlined billing and invoicing workflows, and expanded support for stocked items, investment projects, and migrations to the modern architecture.

Microsoft Dynamics 365 Human Resources can enhance the hire-to-retire journey with Microsoft Entra ID and Microsoft Viva Connections integration to help reduce duplication. New agentic capabilities will be introduced to streamline onboarding with guided experiences and automation. Recruiter assist will also now support job description generation and interview assistance, helping to improve efficiency across hiring and onboarding.

Microsoft Dynamics 365 Commerce advances in-store experiences by providing a mobile-first point-of-sale that provides business continuity even during a business outage. Improvements to the Adyen payment connector allows modern payments like Pay by Link across channels, offering more purchasing options for omnichannel customers. Additionally, omnichannel unified pricing enables retailers to establish more intricate pricing structures, helping them remain competitive.

Microsoft Dynamics 365 Business Central introduces AI agents to enhance efficiency and automation in the 2025 release wave 2. These agents seamlessly integrate to execute complex tasks, generate reports, automate processes, and optimize order creation using natural language processing. Additionally, this release focuses on quality management, subcontracting, sustainability, and e-document capabilities.

Highlights from Microsoft Power Platform and Microsoft Copilot Studio

2025 release wave 2 updates for Microsoft Power Platform bring new and updated ways for organizations to analyze, act on, and automate data to digitally transform their businesses.

Microsoft Copilot Studio continues its journey to make agent creation and operation even easier and more powerful with autonomous agents in Microsoft 365 Copilot, the ability to build complete teams of agents that work seamlessly together, and improved governance for enterprise scalability. Copilot Studio will offer even deeper integration with Azure AI Foundry and the Microsoft Graph, helping to ensure your agents can use the latest AI technology in coordination with your data in Microsoft Graph. Watch this video to discover how the latest enhancements to Copilot Studio can benefit your business.

Microsoft Power Apps enhances human and agent collaboration with a new agent feed to supervise the work of agents and extensible built-in agents for common tasks like enter, explore, visualize, and summarize data. Bring business problems to Plan Designer and a team of agents will help you build enterprise solutions, including apps, agents, Microsoft Power BI reports, and more. Vibe code with the App Agent to create data-connected experiences—just describe what you need or provide an image, and it can be done.

Microsoft Power Pages enables businesses to build secure, data-driven portals effortlessly. In this wave, we will further expedite site building for low-code makers and pro developers to help build intelligent sites for your employees, customers, and partners. The introduction of enhanced security agent features will further empower low-code makers, pro developers, and admins with actionable insights and abilities for securing their websites.

Microsoft Power Automate is transforming how enterprises automate complex business processes through new human-in-the-loop experiences, such as advanced approvals and AI-native capabilities, such as generative actions and intelligent document processing. To manage complex automations at scale, a comprehensive suite of governance, observability, and security controls will be introduced to the Automation Center and Power Platform admin center.

Microsoft Dataverse continues to serve as a trusted low-code data platform, enabling the creation of scalable agents, Copilot applications, and automations. This update introduces enhancements to core agentic capabilities, including Dataverse for Agents and Dataverse Search to support smarter, AI-ready experiences. New features such as Dataverse Model Context Protocol (MCP) Server and AI-powered business logic tools further expand the ability to build dynamic, intelligent solutions grounded in enterprise data.

Microsoft Power Platform governance and administration will become the unified governance hub for managing intelligent agents, agent-driven apps, and automated workflows across the Microsoft ecosystem in this release wave. This will provide a secure, governable, reliable platform for agent development.

Updates to Copilot offerings

Agents for Microsoft 365 Copilot help maximize business impact across sales, service, and finance. Learn more about the 2025 release wave 2 updates for Copilot offerings. Agent updates for sales will help sellers work smarter, engage strategically, and close deals faster. Agent updates for service will expand CRM connectivity and enhance email insights and drafting—all within the tools reps use daily. Updates for finance will offer easily customizable agents that can be launched from familiar tools like Excel, boosting efficiency and insight.

Early access period

Starting August 4, 2025, customers and partners can validate the latest features in a non-production environment. These updates include user experience enhancements that will be automatically enabled in production environments by October 2025. Take advantage of the early access period to test these updates and effectively plan for your customer rollout. Explore the 2025 release wave 2 early access features for Dynamics 365 and Microsoft Power Platform or visit the early access FAQ page for more information.

For a complete list of new capabilities, please refer to the Dynamics 365 2025 release wave 2 plan, the Microsoft Power Platform 2025 release wave 2 plan, and Copilot offerings 2025 release wave 2. We also encourage you to share your feedback in the community forums for Dynamics 365 and Microsoft Power Platform.

The post 2025 release wave 2 plans for Microsoft Dynamics 365, Microsoft Power Platform, and Role-based Microsoft Copilot offerings appeared first on Microsoft Power Platform Blog.

What’s new in Microsoft Security Copilot

Smarter Prompts for Smarter Investigations: Dynamic Prompt Suggestions in Security Copilot

This post was originally published on this site.


When a security analyst turns to an AI system for help—whether to hunt threats, investigate alerts, or triage incidents—the first step is usually a natural language prompt. But if that prompt is too vague, too general, or not aligned with the system’s capabilities, the response won’t be helpful. In high-stakes environments like cybersecurity, that’s not just a missed opportunity, it’s a risk.

That’s exactly the problem we tackled in our recent paper, Dynamic Context-Aware Prompt Recommendations for Domain-Specific Applications, now published and deployed as a new skill in Security Copilot.

Why Prompting Is a Bigger Problem in Security Than It Seems

LLMs have made impressive progress in general-purpose settings—helping users write emails, summarize documents, or answer trivia. These systems often include smart prompt recommendations based on the flow of conversation. But when you shift into domain-specific systems like Microsoft Security Copilot, the game changes.

Security analysts don’t ask open-ended questions. They ask task-specific ones:

  • “List devices that ran a malicious file in the last 24 hours.”
  • “Correlate failed login attempts across services.”
  • “Visualize outbound traffic from compromised machines.”

These questions map directly to skills—domain-specific functions that query data, connect APIs, or launch workflows. And that means prompt recommendations need to be tightly aligned with the available skills, underlying datasets, and current investigation context. General-purpose prompt systems don’t know how to do that.

What Makes Domain-Specific Prompting Hard

Designing prompt recommendations for systems like Security Copilot comes with unique constraints:

  1. Constrained Skill Set: The AI can only take actions it’s configured to support. Prompts must align with those skills—no hallucinations allowed.
  2. Evolving Context: A single investigation might involve multiple rounds of prompts, results, follow-ups, and pivots. Prompt suggestions must adapt dynamically.
  3. Deep Domain Knowledge: It’s not enough to suggest “Check network logs.” A useful prompt needs to reflect how real analysts work—across Defender, Sentinel, and more.
  4. Scalability: As new skills are added, prompt systems must scale without requiring constant manual curation or rewriting.
Our Approach: Dynamic, Context-Aware, and Skill-Constrained

 

We introduce a dynamic prompt recommendation system for Security Copilot. The key innovations include:

  • Contextual understanding of the session: We track the user’s investigation path and surface prompts that are relevant to what they’re doing now, not just generic starters.
  • Skill-awareness: The system knows what internal capabilities exist (e.g., “list devices,” “query login events”) and only recommends prompts that can be executed via those skills.
  • Domain knowledge injection: By encoding metadata about products, datasets, and typical workflows (e.g., MITRE attack stages), the system produces prompts that make sense in security analyst workflows.
  • Scalable prompt generation: Rather than relying on hardcoded lists, our system dynamically generates and ranks prompt suggestions.
What It Looks Like in Action

The dynamic prompt suggestion system is now live in Microsoft Entra, available in both Embedded and Immersive experiences. When a user enters a natural language prompt, the system automatically suggests several context-aware follow-up prompts, based on the user’s prior interactions and the system’s understanding of the current task.

 

These suggestions are generated in real time—users can simply click on a suggestion, and it’s executed immediately, allowing for quick and seamless follow-up queries without needing to rephrase or retype.

Let’s walk through two examples:

Embedded Experience

We begin with the prompt: “How does Microsoft determine Risky Users?”

 

The system returns the response and generates 3 follow-up suggestions, such as: “List dismissed risky detections.”

We click on that suggestion, which executes the query and shows the results.

New suggestions continue to appear after each prompt execution, making it easy to explore related insights.

Immersive Experience

We start with a prompt: “Who am I?”

 

Among the 5 suggested prompts, we select: “List the groups user nase74@woodgrove.ms is a member of.”

The user clicks, the query runs, and more follow-up suggestions appear, enabling a natural, guided flow throughout the session.

 

Why This Matters for the Future of Security AI

Prompting isn’t just an interface detail—it’s the entry point to intelligence. And in cybersecurity, where time, accuracy, and reliability matter, we need AI systems that are not just capable, but cooperative. Our research contributes to a future where security analysts don’t have to be prompt engineers to get the most out of AI.

By making prompt recommendations dynamic, contextual, and grounded in real domain knowledge, we help close the gap between LLM potential and security reality.

 

Interested in learning more?
Check out the full paper: Dynamic Context-Aware Prompt Recommendations for Domain-Specific Applications

If you’re using or building upon this work in your own research, we’d appreciate you citing our paper:

@article {tang2025dynamic,
title={Dynamic Context-Aware Prompt Recommendation for Domain-Specific AI Applications},
author={Tang, Xinye and Zhai, Haijun and Belwal, Chaitanya and Thayanithi, Vineeth and Baumann, Philip and Roy, Yogesh K},
journal={arXiv preprint arXiv:2506.20815},
year={2025}
}