Architectural: Copilot should detect missing source data, avoid inference, and surface uncertainty.
Users expect the AI to detect when it lacks source data, avoid inference, surface uncertainty, and adapt to environmental constraints like character normalisation. These behaviours materially improve trust and usability. I’ve been working with Copilot on structured data extraction from a PDF and noticed a behaviour that seems like an architectural gap rather than a simple bug. Copilot attempted to infer table structure from a template when it did not have access to the actual source data. It produced confident but incorrect output instead of signalling that the source was unavailable. Additionally, Copilot attempted to output TAB‑delimited data, but the MS365 environment silently normalised TABs to spaces, and Copilot did not detect or adapt to this constraint. Recommendation: Copilot should proactively: detect when it lacks source data avoid inference when accuracy is expected surface uncertainty explicitly detect environment‑specific formatting limitations (e.g., TAB stripping) adapt output formats automatically These behaviours would materially improve trust, reliability, and user experience.
Limitations of Microsoft 365 Copilot for Excel workflows?
I've been exploring Microsoft 365 Copilot for Excel workflows recently. It works well for simple queries, but I still find it limited when dealing with: - messy data cleaning - converting images/PDFs into structured tables - more complex data transformations Curious how others are using Copilot for these scenarios? Are you relying purely on Copilot, or combining it with other tools/workflows?Unlocking Productivity with Copilot Pages
Microsoft 365 Copilot Chat now creates Pages based on user intent, making it easy to turn ideas into interactive content. Copilot Pages are dynamic collaborative canvases to help you accomplish your goals from Chat. Powered by GPT-5 reasoning, Copilot now can also write code directly onto a Page—letting users create interactive reports, visualize concepts, and prototype new ideas. And whether it's code or any other content, users can continue to iterate with Copilot using Chat or directly on the Page and share it with others. When using Pages to research a concept or brainstorm a proposal, Copilot can also turn the content on the Page into a PowerPoint presentation to tell the story effectively. Whether you’re brainstorming, planning, or building, Pages accelerates work that used to take days and makes it possible in minutes. It’s collaborative by default, and designed to harness human creativity and AI assistance side by side. Create with Copilot Copilot now enables you to create and edit Pages directly, facilitating smooth co-authoring that fits seamlessly into your existing workflows. Just start chatting with Copilot, by simply sharing an intent to use a Page, Copilot will create a Page for you to begin collaborating instantly. Copilot can create all types of Pages; you can ask Copilot to create meeting agenda, progress trackers, write interactive reports, visualize concepts and prototype new ideas. Now you can change the Page directly from chat, making it easier to iterate and refine content. Highlight text on your Page and choose “Ask Copilot,” or simply ask Chat to edit your Page. This direct editing experience bridges the gap between Chat and Page, letting you revise, polish, and finalize with Copilot’s help. Or try editing with Shortcuts to trigger common actions like adding structure or tailoring content without needing to craft detailed prompts. Try the following prompt: "Create a page for onboarding new team members." To learn more: Draft content with Microsoft 365 Copilot Chat and Copilot Pages - Microsoft Support Currently rolling out to all Microsoft 365 Copilot app users on the web, Windows desktop, Mac desktop app. Alt Text: Video of prompting Copilot Chat within the M365 Copilot app to create a Copilot Page with a proposal from a file and iterate with Copilot Shortcuts. Visualize concepts in Pages Powered by the newest models, Copilot can write code for you, to let you visualize concepts, and prototype ideas—all within a Page. Create rich, immersive experiences—with zero coding skills required. If you can imagine it, you can build it. Whether it’s rapid prototypes for your ideas, concept visualizations or even interactive reports, Copilot rapidly generates high-quality web pages rendered securely in Copilot Pages. The result? Increased productivity by helping you visualize ideas, accelerate decisions, and understand complex concepts faster. Try the following prompt with GPT-5 and in the Web tab Make an interactive UI explaining Microsoft's Environmental Strategy. To learn more: Build lightweight apps within Microsoft 365 Copilot Pages - Microsoft Support Available today for all Frontier Public users when using Copilot with GPT-5 and in the Web tab. Alt Text: Video of using Copilot Chat within the M365 Copilot App, prompting for an interactive UI, generating code, and previewing the code as an interactive UI. Page History Copilot Pages are built for iteration, and Page History gives you confidence and control at every step—whether editing manually, with Copilot, or collaboratively. If important information was deleted or overwritten, you can view and recover previous versions in seconds. And when you only need specific parts of the old content, copy sections from an older version without overwriting your current work—so progress never gets lost. Available today for all Microsoft 365 Copilot app users on the web, Windows desktop, Mac desktop app. Alt Text: Video of selecting the “previous version” button of an open Copilot Page. Transform to Fit Your Audience Export your Pages to Word or PowerPoint with a click, making it simple to bring your work to different audiences or tools. Easily create a polished presentation or document based on the page you've been working on. To learn more: Convert your Microsoft 365 Copilot Page into a Word document or PowerPoint presentation - Microsoft Support Currently rolling out to all Microsoft 365 Copilot app users on the web, Windows desktop, Mac desktop app. Alt Text: Screenshot of an M365 Copilot Page with a “create” drop down menu with options for a Word document or a PowerPoint presentation. Re-finding Your Pages Pages you created can now be found in Library. Library is the central hub for the content you create when using Copilot Chat, consolidates user-generated images, pages, infographics, and stories that make these files easily accessible in one place. To learn more: Microsoft 365 Copilot Library | Microsoft Learn Currently rolling out to all Microsoft 365 Copilot app users on the web, Windows desktop, Mac desktop app Alt text: Screenshot of the M365 Copilot app with the Library module selected and a tab for “Pages”. Try These Prompts to Get Started “Create a page for onboarding new team members.” "Based on [Meeting or Chat] create a page with a table of decisions, rationale, and tasks. Flag unresolved questions. Include a 3‑bullet recap at the top for quick scan” “Build an interactive seating chart for my conference.” (Try it with GPT-5 and on Web) “Make an interactive UI explaining Microsoft Environmental Strategy.” (Try it with GPT-5 and on Web) When a page is open beside Chat: “Add an introduction section and a table of contents to the top of the Page.” Copilot Pages is redefining how teams work together—making collaboration, creativity, and communication faster and more intuitive. With these new features, you can unlock even more value from your ideas and projects. Ready to experience the future of productivity? Try out the new Copilot Pages features and share your feedback! Download Microsoft 365 Copilot App | Microsoft 365 Stay Connected Microsoft 365 Copilot – Microsoft Adoption Welcome to the Microsoft 365 Copilot app - Microsoft Support (support.microsoft.com) Follow @Copilot on X Follow @MicrosoftLoop on X. Join the "Microsoft Loop Community" public group on LinkedIn! Microsoft 365 public roadmap Resource Links: "More Ways to Work with Copilot Pages" Get started with Microsoft 365 Copilot Pages - Microsoft Support Draft content with Microsoft 365 Copilot Chat and Copilot Pages - Microsoft Support How Microsoft 365 Copilot Pages works - Microsoft Support Frequently asked questions about Microsoft 365 Copilot Pages - Microsoft Support Learn about the Microsoft 365 Insider program and sign up for the Microsoft 365 Insider newsletter to get the latest information about Insider features in your inbox once a month!
Adobe Payment Declines Caused by Mislabelled VAT Field — Sharing a Fix to Save Someone’s Sunday
a { text-decoration: none; color: #464feb; } tr th, tr td { border: 1px solid #e6e6e6; } tr th { background-color: #f5f5f5; } I wanted to share a recent issue that cost me an entire Sunday, in case it saves someone else the pain I went through. I was trying to add my business card as the payment method on my Adobe account. Every attempt ended with the same message: “Purchase Declined.” I tried multiple cards — same result. Naturally, I reached out to NatWest through their messaging system. After a long back‑and‑forth with Cora (their bot), I finally got through to a human. They confirmed there was nothing wrong with my card and advised me to check with the vendor. Adobe, of course, bounced me back to the bank. Classic loop. Eventually, I managed to solve it myself. a { text-decoration: none; color: #464feb; } tr th, tr td { border: 1px solid #e6e6e6; } tr th { background-color: #f5f5f5; } The culprit? A misbehaving VAT Number field. On Adobe’s payment form, there’s a field for a VAT number. If I left it blank, the payment went through immediately. But if I tried to enter my actual VAT number, the card was rejected every time. Based on a bit of trial, error, and experience with automation tools, I suspect the VAT field’s label has been updated, but the underlying target still points to the 3‑digit card security code field. Since that field is required, entering a VAT number likely breaks the form validation and triggers the “declined” status. The fix: Leave the VAT number field empty when adding a card to Adobe. Once I did this, my business card was accepted straight away. I figured I’d share in case anyone else hits the same brick wall. It’s a small thing, but exactly the kind of time‑sink that ruins your weekend! Hope this helps someone.
Question about Copilot observations related to a possible historical find
Hello everyone, I am working on an art‑historical examination of an older oil/acrylic painting that shows a striking stylistic proximity to John Lennon. What makes it unusual is that the painting contains several features typically seen in Lennon’s drawings, including geometric facial divisions, reduced line structures, characteristic eye shapes, and a distinctive arrangement of figures. While using Copilot, I noticed several noteworthy observations that captured these features with unexpected clarity. I am not looking to present or evaluate anything here, but simply to understand which types of Microsoft teams or roles generally deal with such Copilot observations in connection with possible historical finds. If anyone in the community knows which areas are typically responsible for this or whom one might contact in such cases, I would appreciate any guidance. Thank you.
