The AI job boom continues: Build the skills that move business forward
Discover new AI powered business Certifications to validate the skills that matter most. Gretchen LaBelle: Copilot + Agents Learning Portfolio Manager, Global Skilling Tarek Saleh Eldin: Content Publishing Manager, Global Skilling In Part 1 of this series, The AI job boom is here. Are you ready to showcase your skills?, we explored how Microsoft Certifications across AI, cloud, and security are evolving to keep pace with a rapidly changing job market. AI is no longer a niche capability. It’s becoming foundational across roles, reshaping how work gets done, and redefining how professionals create impact. This post picks up that thread. As organizations move from experimenting with AI to operationalizing it at scale, big changes are happening in business solutions roles. These shifts demand the ability to apply AI in real business contexts, redesign processes, build intelligent apps and agents, and lead transformation responsibly across the organization. Earlier this year, Microsoft introduced four new AI business solutions Certifications: Microsoft Certified: Agentic AI Business Solutions Architect (Exam AB‑100) Microsoft 365 Certified: Copilot and Agent Administration Fundamentals (Exam AB‑900) Microsoft Certified: AI Business Professional (Exam AB‑730) Microsoft Certified: AI Transformation Leader (Exam AB‑731) Together, these Certifications map to the critical roles in an AI‑driven workplace, from business practitioners and IT administrators to solution architects and transformation leaders. Building on that foundation, we’re launching new Certifications to help amplify human skills for AI-powered roles in the business landscape. New AI business solutions credentials: April 2026 and beyond Additional new Certification exams begin rolling out in beta starting in April 2026, with more releases over the following months, and going live later this year. The Microsoft Certified: AI Agent Builder Associate Certification is designed for tech pros, including developers, AI engineers, and architects, who are pushing AI agents beyond out‑of‑the‑box scenarios to implement production‑ready Microsoft Copilot Studio agents and multi‑agent solutions capable of sophisticated processes, workflow automation, and enterprise integration. Exam AB-620 beta and training available in April 2026; exam expected to go live in June 2026. The Microsoft Certified: Dynamics 365 Contact Center AI Engineer Associate Certification is designed for contact center engineers and solutions pros who design and run modern contact center as a service (CCaaS) solutions with Dynamics 365 Contact Center and service‑oriented autonomous agents. This Certification goes beyond routing and channels, focusing on how AI, Microsoft Copilot, and agents deliver scalable, always‑on service across voice and digital channels. Exam AB-250 beta and training available in June 2026; exam expected to go live in August 2026. The Microsoft Certified: Dynamics 365 Sales AI Consultant Associate Certification is for modern sellers who design and operationalize AI‑powered sales solutions across the lead‑to‑cash lifecycle, emphasizing Copilot-driven productivity and insights, AI-powered opportunity research and qualification, agent configuration and lifecycle management, and secure, scalable automation aligned with governance and responsible AI. Exam AB‑210 beta and training available in May 2026; exam expected to go live in June 2026. The Microsoft Certified: Intelligent Applications Builder Associate Certification equips Microsoft Power Platform pros to build for an AI-first world, where apps, agents, automation, and models work as one. It validates the skills to use Copilot and natural language to design intelligent solutions, embed agents across experiences, and ship responsibly with strong governance and application lifecycle management. Exam AB-410 beta and training available in April 2026; exam expected to go live in June 2026. The Microsoft Applied Skills: Build an agent-first app credential validates learners’ ability to build an app that surfaces a Copilot Studio agent and to craft prompts that make the agent genuinely effective, not just functional. This credential is part of the broader Microsoft Certified: Intelligent Applications Builder Associate (Exam AB-410) Certification journey, serving as a fast, accessible entry point for those looking to get started with agent-first development before pursuing the full Certification. Credential and training expected to go live in June 2026. Refresh: The Microsoft Certified: Power Platform Fundamentals Certification (Exam PL-900) is being updated with a streamlined, one-day instructor-led course and a new training program. These improvements are designed to align with the AI-powered Microsoft Power Platform and to make it easier than ever for learners to start building confidently. Training and courseware updates are scheduled for June 2026, with minor exam changes planned at the same time to reflect these enhancements. Retiring Certifications: What you need to know We’re committed to keeping our Certifications portfolio aligned with latest technology. As we launch new Certifications, we also retire some older credentials to keep the portfolio mapped to evolving roles. The following table itemizes what’s changing and provides key dates for Certification and training retirements in 2026. If your Certification is eligible for renewal, please renew it before the retirement date. Retiring Microsoft Credential Credential and exam retirement date Planned training retirement date Related new Credential Microsoft Certified: Dynamics 365 Customer Experience Analyst Associate (Exam MB-280) July 31, 2026 July 31, 2026 Microsoft Certified: Dynamics 365 Sales AI Consultant Associate (Exam AB-210) Microsoft Certified: Power Platform Functional Consultant Associate (Exam PL-200) August 31, 2026 August 31, 2026 Microsoft Certified: Intelligent Applications Builder Associate (Exam AB-410) Microsoft Certified: Dynamics 365: Finance and Operations Apps Solution Architect Expert (Exam MB-700) June 30, 2026 June 30, 2026 No new Certification is planned. To stay up to date with these technologies please refer to the Microsoft technical documentation. Microsoft Certified: Power Platform Solution Architect Expert (Exam PL-600) June 30, 2026 June 30, 2026 Microsoft Certified: Dynamics 365 Supply Chain Management Functional Consultant Expert (Exam MB-335) June 30, 2026 June 30, 2026 Microsoft Certified: Dynamics 365 Field Service Functional Consultant Associate (Exam MB-240) June 30, 2026 June 30, 2026 Microsoft Certified: Power Automate RPA Developer Associate (Exam PL-500) June 30, 2026 June 30, 2026 Microsoft Applied Skills: Create and manage model-driven apps with Power Apps and Dataverse June 30, 2026 June 30, 2026 Microsoft Applied Skills: Build an agent-first app Note: The recently released Microsoft Certified: Agentic AI Business Solutions Architect Certification (Exam AB‑100), although not a direct replacement for the retiring Certifications listed here, is the flagship expert‑level Certification, spanning a significantly broader scope and covering agentic architectures, AI‑driven solution design, and end‑to‑end business impact. If you currently hold one of the retiring expert-level Certifications (associated with Exam MB‑700, Exam PL‑600, Exam MB-335, Exam MB-240, or Exam PL-500), consider pursuing the Microsoft Certified: Agentic AI Business Solutions Architect Certification (Exam AB‑100) as your next step. Navigating the transition: FAQs The following questions and answers can help you determine how these retirements and expanded portfolio could impact your learning journey: Q. Why is Microsoft implementing these updates? A. Microsoft Credentials are valuable, as is the time you spend earning them. With the ongoing evolutions in technology, it’s essential that we keep the credentials up to date so we can help you stay aligned with latest skills and trends. We’re implementing these updates to provide a valuable path forward to keep up with the latest skills. Q. I’ve already earned one of the retiring Certifications. What happens now? A. If you’ve already earned any of the retiring Certifications, your credential remains valid until it expires. Retirement does not revoke or invalidate Certifications that were earned while the exam was active. They show your continued dedication to staying up to date and learning new skills in this ever-changing technical landscape. Q. What if a Certification that’s retiring is part of the prerequisites for an expert-level Certification? A. If a retiring Certification is required for an expert-level Certification, the requirements for that expert-level Certification will be updated as needed. The retiring Certification will be removed from the requirements and replaced (as appropriate) with a new associate-level Certification. If you’ve earned an expert-level Certification by earning an associate-level Certification that’s now retiring, you’ll continue to hold the expert-level Certification as long as you renew the expert-level Certification when it’s eligible. After you’ve earned a Certification, and if you renew it when it’s eligible, you hold it until it expires. If you’ve earned an associate-level Certification that’s a requirement for an expert-level Certification and that associate-level Certification hasn't expired, it can still satisfy the expert-level requirement. Be sure to meet all the requirements for the expert-level Certification before the associate-level Certification expires. Expired Certifications cannot be used to meet the requirements for an expert-level Certification. Q. Can I renew a soon-to-retire Certification? A. Yes, as long as it’s eligible for renewal and you renew it before the Certification officially retires, you can renew a soon-to-retire Certification. Please note that Fundamentals Certifications don’t expire. Q. Is there a direct transition path from a retiring Certification that I’ve already earned to the related new Certification, or do I need to pass the new exam? A. To earn the new Certification, you need to pass the new exam, since the new exam and the old one don’t measure the same skill sets. Q. I’m preparing for an exam that’s retiring. What should I do? A. The time you spend preparing for an exam and earning a Certification never goes to waste. If you’re actively preparing for an exam that’s retiring and a replacement exam has been announced: If you’ve already registered for the exam, you can continue preparing for it and take it while it’s still available. Keep in mind that after the exam retires, you won’t be able to retake it if you don’t pass, and you won’t be able to renew it. Exam registration ends on the same day that the exam retires. If you haven’t registered for the exam and there’s a related new exam, we strongly recommend that you prepare for and take the new exam instead, as noted in the following table. If you’re not close to testing for this exam Prepare for and take this exam instead Learning path and instructor-led training expected to be available in Exam MB-280 Exam AB-210 April 2026 Exam PL-200 Exam AB-410 April 2026 If you’re preparing for Exam PL-900 to earn the Microsoft Certified: Power Platform Fundamentals Certification, the new Course PL-900 will be available at the end of June 2026. If you’re preparing for Exam MB-335 to earn the Microsoft Certified: Dynamics 365 Supply Chain Management Functional Consultant Associate Certification, Exam MB-700 to earn the Microsoft Certified: Dynamics 365: Finance and Operations Apps Solution Architect Expert Certification, or Exam PL-600 to earn the Microsoft Certified: Power Platform Solution Architect Expert Certification, consider preparing for and taking Exam AB-100 to earn the Microsoft Certified: Agentic AI Business Solutions Architect Certification, the new flagship expert‑level Certification for solutions architects, available now. Note that to earn the Certification, you must pass Exam AB-100 and you must also have a current associate-level Certification. Q. How might these updates impact partner competency requirements? A. To track whether and how these updates might impact partner competency requirements, go to Solutions Partner for Business Applications in the Partner Center. The bigger picture AI is transforming not only what technology can do but also who does the work and how. Whether you’re building agents, designing intelligent apps, transforming sales, or leading enterprise AI strategy, there’s now a Certification that reflects the real skills your role demands. These Certifications can help ensure that you’re not only ready for AI-driven work but you’re also leading it. We’ll share updates for the new AI business solutions Certifications, including beta exams and go-live dates, on The Skills Hub Blog. Stay tuned! Explore more Microsoft Credentials on AI Skills Navigator.
File Uploads Not Passed to Custom Engine Agent in Microsoft 365 Copilot Chat
Hi all, I'm working with a custom agent built in Copilot Studio (full authoring experience — topics, knowledge sources, agent flows) published to both the Microsoft Teams channel and the Microsoft 365 channel. I've noticed a significant UX discrepancy when it comes to file and image attachments, and I want to confirm my understanding and check whether any workaround or roadmap item exists. What works: ✅ File/image uploads work as expected in the Copilot Studio test pane ✅ File/image uploads work in Teams chat when interacting with the agent What doesn't work: ❌ File/image uploads do not reach the agent when interacting via the Microsoft 365 Copilot app (both the desktop app and the web experience at microsoft365.com) The UX problem: The M365 Copilot app presents a "+" button in the chat input area with options including "Upload" and "Take screenshot." Users naturally assume these options work. The file even appears as an attachment in the sent message — but the agent never receives it. There's no warning, error, or indication to the user that the attachment was silently dropped. This creates a misleading experience, particularly for end users who have no visibility into the channel behavior differences. What I've found so far: I'm aware this is documented as a known issue for custom engine agents in the Microsoft 365 Copilot Extensibility Known Issues page: "File attachments — Users can't upload files in agent chats and the agent can't return files for download." I also found a related GitHub issue (OfficeDev/microsoft-365-agents-toolkit #15325) where a Microsoft team member confirmed this is a "Copilot platform shortage" — not an Agents Toolkit issue — with no published ETA. My questions for the community and any Microsoft product team members: Is there any currently supported workaround to enable file/image input for a Copilot Studio agent running in the M365 Copilot app (desktop or web)? For example, any manifest configuration, agent settings, or alternate approach? Is this limitation being actively worked on? Is there a roadmap item or Microsoft 365 feature ID that can be tracked for when file attachment support is extended to custom engine agents in the M365 Copilot chat experience? Is the UI behavior (showing upload options that don't work) being addressed separately? Even if full file processing isn't ready, a visible warning or disabled state in the UI would significantly reduce user confusion. Any insight from others who have hit this — or from Microsoft PMs — is appreciated. Happy to share more configuration details if helpful. Thanks! Brian
Copilot Studio Agent resetting when processing PDF drawings (300MB+) via Claude 4.6 Sonnet
Hello everyone, I am building an automated drawing review verification agent inside Copilot Studio using the Claude 4.6 Sonnet model. The goal of the agent is to read a comments package (20-40MB) and verify if those design comments were successfully incorporated into a milestone drawing set (300MB–400MB). When testing this workflow natively within Claude, the model handles the token load perfectly and returns an accurate compliance/incorporation summary within approximately 20 minutes. However, when running the exact same agent setup within Copilot Studio, the conversational canvas repeatedly crashes and resets the session. I suspect I am hitting the 100-second synchronous conversational timeout or overloading the chat runtime payload limits due to the massive file sizes. Because of corporate compliance policies, this agent must live within our Microsoft tenant so it can be scaled across our operations team via Microsoft 365. How can I fix Copilot Studio to have its performance match Claude's, as it is utilizing the same agent model. I am fairly new to working with AI but am willing explore any avenue as if I can figure out a solution this will help save a lot of time for colleagues. Thanks in advance for any insights!
Copilot studio Agent Dataverse index issues.
We are testing a Copilot Studio agent and would like to test/use Dataverse as a data source. At a very basic level, the Dataverse table has been created with the following columns: Category Question and topic Answer to customer The challenge is that our Copilot Studio agent cannot find any relevant answers or data from our Dataverse table. Under ‘Knowledge’, our Dataverse table shows a status of: ‘Unknown’. It has remained in this state for several days. Removing and re-adding the knowledge source does not help. What are we doing wrong?Platform Issue: Agent-Level MCP Initialization Blocks All Topics for Users Without Connection Access
I’m writing to report a significant platform behavior issue we’ve encountered with MCP (Model Context Protocol) server initialization in Copilot Studio that is severely impacting end-user experience. ENVIRONMENT • Platform: Microsoft Copilot Studio • Deployment Channel: Microsoft Teams • Agent Type: Custom Agent (EdiSENSE DEV) • MCP Server: Atlassian Confluence-Jira MCP • Affected Users: Users without Confluence/Jira access entitlements PROBLEM SUMMARY When an MCP server is registered at the agent level in Copilot Studio, it appears to be initialized globally before any topic routing occurs. If a user’s MCP connection is in a Not Connected state — even if their query has absolutely nothing to do with that MCP server - the agent gets stuck in an authentication loop, repeatedly prompting: “Let’s get you connected first. Open connection manager to verify your credentials. Once the connection is ready, retry your request.” The user is shown Retry / Cancel buttons, and the agent never proceeds to route the query to the appropriate topic. STEPS TO REPRODUCE 1. Register an MCP server (e.g., Confluence-Jira) at the agent level in Copilot Studio 2. Deploy the agent to Microsoft Teams 3. Log in as a user who does NOT have access to the MCP-connected service (e.g., no Confluence license) 4. Ask the agent any question completely unrelated to the MCP service 5. Observe: Agent does not route to any topic. Instead, it loops on MCP connection prompt indefinitely EXPECTED BEHAVIOR • MCP initialization failure for a specific service should NOT block unrelated topic routing • The agent should gracefully degrade - if an MCP connection is unavailable for a user, it should skip that MCP and continue routing the query to relevant topics • There should be a way to scope MCP connections to specific topics, or at minimum, mark them as optional/non-blocking ACTUAL BEHAVIOR • Agent-level MCP initialization blocks the entire conversation flow • Users without MCP access cannot use ANY functionality of the agent, even features completely unrelated to the MCP service • There is no graceful fallback or bypass mechanism available to agent builders BUSINESS IMPACT This is a critical gap for enterprise deployments where: • Not all users have access to every integrated service • Agents serve a broad user base with varying entitlements • Admins have no control over MCP initialization order or failure handling In our case, a large portion of our Teams users are completely locked out of the agent’s core functionality simply because they don’t have a Confluence license - even though they never intended to use Confluence-related features. FEATURE REQUEST / SUGGESTED RESOLUTION 1. Allow MCP servers to be scoped at the topic level, not just agent level 2. Introduce an optional flag for MCP connections so initialization failure is non-blocking 3. Provide agent builders with a connection status condition node in the topic flow to handle MCP failures gracefully 4. At minimum, allow the Cancel button in the auth prompt to fall through to normal topic routing I’d appreciate any guidance on whether there is a current workaround, or if this is a known limitation on the roadmap for resolution. Thank you for your time and support.Agent Builder, Copilot Studio, or Azure AI Foundry: How We Decide for Every Client
Every client conversation starts the same way. Someone has seen a demo, attended an Ignite session, or read a press release. They want to build an agent. Then comes the question that derails more projects than any technical challenge: "Which tool should we use?" After deploying agents for clients across industries - insurance, professional services, manufacturing, public sector - we have developed a repeatable framework for answering that question. It is not based on which tool is newest or which has the best marketing. It is based on where projects actually succeed or fail in production. The three tools are not competitors The first mistake most teams make is treating Agent Builder, Copilot Studio, and Azure AI Foundry as a hierarchy - basic, intermediate, advanced. That framing leads to bad decisions. They are not a ladder. They are three distinct tools built for three distinct contexts. The right question is not "which tool is most powerful?" It is "which tool fits this project's constraints?" The framework: 4 questions We evaluate every project against four dimensions before recommending a tool: Who is building it? Where do users live? How complex is the logic? Who owns it after go-live? Agent Builder Copilot Studio Azure AI Foundry Builder profile Maker, no code Developer / power user Pro developer, Python User surface M365 Copilot Chat Teams, web, M365 Copilot Custom app, any surface Logic complexity Simple Q&A, task routing Multi-step flows, connectors Fully custom orchestration Post-go-live ownership Business team IT + Business joint Engineering team Governance M365 Admin Center Power Platform DLP Custom, Azure RBAC When we recommend Agent Builder Agent Builder is the right call when the business team wants to own the agent end-to-end, the use case is bounded, and the users already live inside M365 Copilot Chat. The key advantage is distribution - an Agent Builder agent surfaces natively inside Copilot Chat with zero additional deployment work. No IT ticket, no app registration, no Teams app package. The ceiling is real. Agent Builder does not support complex branching logic, external API calls, or dynamic prompt injection. The moment a client asks "can it also update a record in our CRM?" the answer is usually no. Use it when: The maker owns it, the use case is narrow, and M365 Copilot is already the user's primary surface. When we recommend Copilot Studio Copilot Studio is our default recommendation for the majority of enterprise agent projects. It covers the wide middle ground between no-code simplicity and full-code flexibility - within the Microsoft governance perimeter most enterprise IT teams already control. Power Platform connectors - 1,000+ out-of-the-box connectors means most enterprise data sources are reachable without custom API development M365 Copilot channel - surface a Copilot Studio agent directly inside M365 Copilot Chat, Agent Builder-level distribution with enterprise-grade logic underneath Topic-level governance - fallback behaviors, confidence thresholds, escalation paths configurable without code DLP policy enforcement - the agent operates within the same data loss prevention perimeter as the rest of the Power Platform tenant The most common mistake: under-investing in the knowledge layer. The agent authoring is the easy part. Getting SharePoint content structured, metadata consistent, and documents deduplicated is where most projects hit delays. Budget for it. Use it when: The use case requires connectors, dynamic responses, or M365 Copilot integration - and you want IT to own governance without requiring a developer team. When we recommend Azure AI Foundry Foundry is the right call when you need to bring your own model, build a fully custom orchestration pipeline, or integrate into a surface that has nothing to do with Microsoft 365. In practice, this means one of three scenarios: The client has a model fine-tuned on proprietary data that must be used The agent is embedded inside a custom-built web or mobile application The logic requires Python-level control - complex reasoning chains, multi-agent coordination, custom evaluation loops Foundry projects require a professional developer, take longer, and produce something the business team cannot maintain without engineering support. That is not a reason to avoid it - it is a reason to be honest with the client upfront. Use it when: You need full control of the model, the orchestration, or the surface - and you have a developer team to own it. The question that resolves most debates When a client is torn between Copilot Studio and Foundry, we ask one question: "Who is answering the 2am support call when this breaks in production?" If the answer is a developer, Foundry is viable. If the answer is the IT admin or the business owner, Copilot Studio is the right call. Not because Foundry is unreliable, but because the operational model has to match the tool. More projects fail from ownership mismatch than from technical limitations. What we see go wrong Reaching for Foundry too early. Developers often want full control and reach for Foundry before validating the use case. We have rebuilt several Foundry POCs in Copilot Studio when the production constraints called for it - faster to ship and cheaper to run. Under-scoping Agent Builder. Business teams choose Agent Builder because it looks simple, then hit the ceiling at month two. The re-platform cost is higher than building in Copilot Studio from the start. Ignoring the M365 Copilot channel. Many Copilot Studio projects are deployed as standalone Teams apps when they could surface directly inside M365 Copilot Chat. The distribution advantage is significant and underused. The short version Agent Builder - maker-owned, bounded use case, M365 Copilot surface, fast Copilot Studio - IT + business joint ownership, connectors, production governance, M365 Copilot integration Azure AI Foundry - developer-owned, custom model or surface, full control, higher cost Start with the ownership model. Everything else follows. Elliot Margot - Team Lead Jumpstart, Copilot and Agents at Witivio (Microsoft Partner). Connect on https://www.linkedin.com/in/elliot-margot-52742a156/.
