The AI Trust Gap: We're Auditing Outputs, But Nobody's Watching the Input
Hi all, Manjish here, founder of Pryvasee.AI. I want to open a conversation rather than make a pitch, because I think this is a problem bigger than any one company can solve, and I'd like to hear how others in this community are approaching it. Over the past year, watching enterprises adopt LLMs like ChatGPT, Claude, Gemini, Grok, DeepSeek, etc one pattern kept showing up. Almost every governance conversation started after the prompt was sent. Teams were building dashboards to review AI outputs, running periodic audits, writing acceptable use policies. All useful, but all reactive. Nobody I spoke to had a clear answer to a much simpler question: what actually happens to the sensitive data in that prompt in the moments before it leaves your organisation's control? That gap is why we built Pryvasee.AI differently. Instead of sitting after the model and reviewing what came back, we sit before it. Pryvasee Guard screens prompts, documents, and images for PII, PHI, and PCI and other such sensitive data before anything reaches a model. Pryvasee Thread lets you run the same request across OpenAI, Gemini, Grok, and DeepSeek from one interface, so you're never trusting a single model's answer by default. And the Trust Engine scores every response that comes back for groundedness and hallucination risk, so there's a number behind "does this look right" instead of a gut feeling. We built it natively on Azure (AKS, Azure SQL, Azure SQL Ledger for a tamper evident audit trail) because we think the next wave of AI governance problems won't just be about data leakage. They will be about proving, after the fact, exactly what happened, for a regulator, an auditor, or your own board. Most organisations can't do that today for a single AI interaction, let alone thousands a day across four different model providers. We're early. MVP/Beta since July 2026, live on the Microsoft Commercial Marketplace since late August, and currently working through a handful of enterprise pilots rather than claiming a long customer list. I would rather be upfront about that than oversell it. What I'm genuinely curious about: for those of you building or advising on enterprise AI adoption, is anyone handling the "before the model" problem today, whether with tooling, policy, or something else? And do you think this becomes a bigger issue as more employees start using multiple AI tools side by side, or does it resolve itself as the big model providers add more guardrails natively? Would love to hear how others are thinking about this.December 2025
Microsoft Ignite 2025 - Marketplace highlights Microsoft Ignite was packed with announcements and insights for Marketplace partners. From new commerce capabilities to AI-driven innovations, here are some key takeaways: Global expansion of Microsoft Marketplace - Microsoft announced that the reimagined Microsoft Marketplace, which launched in the U.S. earlier this year, is now globally available. This expansion includes new APIs for distribution partners, enabling them to link their own cloud marketplace with Microsoft’s, opening significant opportunities for software companies in SMB and mid-market segments. 🎬 Watch a recorded webinar with TD SYNNEX on the power of distribution to accelerate SMB marketplace sales. Global availability of Resale Enabled Offers - This capability allows software development companies to and channel partners to resell software solutions directly through Marketplace, simplifying transactions, expanding reach, and scaling revenue. 👉 Read more about this announcement and get started Introducing App Accelerate - A unified offer that brings together incentives, benefits, and co-sell support across the Microsoft Cloud. App Accelerate provides end-to-end technical guidance, developer tools, and go-to-market resources so software development companies can innovate and scale. Previews are beginning now, with full availability planned for 2026. ✅ Sign up to receive updates Enhanced Partner Marketing Center - Discover, customize, and launch campaigns faster with intelligent search and AI-powered tools—all on one connected platform. The current Partner Marketing Center will remain available as the new and enhanced Marketing Center platform launches in early 2026 with 24 campaigns-in-a-box, aligned to FY26 solution plays. ✨ Get ready for the new era of partner marketing Frontier Partner badge – New customer-facing badges recognize top services, channel, and software development company partners that are driving AI transformation with customers and offer them an opportunity to differentiate themselves from the competition. 🛡️Differentiate your AI-first leadership Catch up on Microsoft Ignite sessions Ignite 2025 delivered powerful insights and announcements for Marketplace partners, and now you can catch up on the sessions you missed. Explore these recorded keynotes to learn about new capabilities, partner programs, and strategies to accelerate growth through Microsoft’s ecosystem. Ignite opening keynote Ignite partner keynote: Powering Frontier Partnerships Additionally, we’ve compiled recordings of relevant Marketplace partner and customer sessions so you can watch on-demand. Revisit Marketplace-focused sessions and resources. Just look for the ✨ icon below. Partner sessions: PBRK415 Grow your business with Microsoft AI Cloud Partner Program Find out how the Microsoft AI Cloud Partner Program helps you grow with new benefits, designations, and skilling opportunities. This session covers updates like the Frontier Partner Badge, Copilot specialization, and streamlined Marketplace engagement—all designed to accelerate your AI transformation journey. PBRK416 Accelerate Growth through Partner Incentives Explore how Microsoft is boosting partner growth with streamlined incentives, AI-first strategies, and new designations like Frontier Distributor. This session covers expanded investments in Azure Accelerate, Copilot solutions, and security practices—plus insights on how to capitalize on evolving programs and co-sell opportunities. PBRK417 Partner: Connect, Plan, Win – Enhancing Co-sell Engagement Discover how to enhance collaboration, optimize joint efforts, and drive success in shared initiatives. Gain insights into improving interactions with Microsoft sellers and leveraging opportunities, along with guidance on proactive co-selling to align your goals with Microsoft's for sustained growth. PBRK418 Partner: Benefits for Accelerating Software Company Success Learn about the resources and benefits available for software development companies across all stages of the build, publish and grow journey in MAICPP. Whether you’re developing a new agent solution or working toward a certified software designation, there are targeted skilling opportunities, technical resources, and GTM benefits to help. Tap into new investments for AI apps and agents and hear from your peers on how they’ve used rewards such as customer propensity scores and Azure sponsorship. PBRK419 SI & Advisory Partner Readiness: Accelerating the Journey to Frontier Understand how Microsoft is empowering our SI and advisory partners to accelerate frontier firm readiness for our Enterprise customers by driving AI transformation with agentic solutions and services. ✨PBRK420 Executing on the channel-led marketplace opportunity for partners See how Microsoft’s unified Marketplace drives partner growth with resale-enabled offers, creating scalable channel sales and co-sell opportunities. This session shares practical steps to build a sustainable Marketplace practice and leverage the partner ecosystem for greater reach and profitability. PBRK421 Enabling a thriving partner ecosystem: New CSP Authorization Criteria Dive into what’s new for Cloud Solution Providers, including updated authorization requirements and designations that help you stand out. This session covers steps to choose the right tier, build trust as a customer advisor, and prepare for growth with AI-driven solutions and Copilot offerings. PBRK422 The Future of Partner Support: Customer + Partner + Microsoft Discover ‘Unified for Partners,’ Microsoft’s new support model designed for CSP partners to deliver customer success at scale. This session introduces the Support Services designation, offering faster response times, financial incentives, and integrated tools to strengthen your support capabilities. PBRK423 Partner Execution at Scale with SME&C Explore growth opportunities in the high-potential SME&C segment. This session highlights investments in co-selling, AI-first strategies, and what it means to become ‘customer zero,’ with examples of frontier firms driving innovation at scale. ✨PBRK424 Marketplace Success for Partners—from SMB to Enterprise Learn how to build, publish, and monetize AI-powered solutions through Microsoft Marketplace. This session shares a proven approach to align your Marketplace strategy with your sales motion and unlock new revenue opportunities. PBRK272 Accelerate Secure AI: Microsoft’s Security Advantage for Partners Explore Microsoft’s integrated security solutions and learn how to help customers strengthen their defenses in the AI era. This session highlights partner opportunities, resources to grow your security practice, and what it takes to lead as a next-generation security partner. Customer Sessions: ✨Microsoft Marketplace: Your trusted source for cloud solutions, AI apps, and agents | STUDIO47 Hear from Cyril Belikoff, VP of Commercial Cloud & AI Marketing, sharing the reimagined Microsoft Marketplace—the gateway to thousands of AI-powered apps, agents and cloud solutions—all built to accelerate innovation and drive business outcomes. Discover how customers benefit from faster deployment, seamless integration with Microsoft tools, and trusted solutions, and how partners can scale their reach, accelerate sales, and tap into Microsoft’s global ecosystem. Azure Accelerate in action: Confidently migrate, modernize, and build faster Join Cyril Belikoff for a rapid Q&A that spotlights real-world customer success and the transformative impact of Azure Accelerate. Hear how customers like Thomson Reuters achieved breakthrough results with our powerful offering that provides access to Microsoft experts and investments throughout your Azure and AI journey. ✨BRK213 Microsoft Marketplace: Your trusted source for cloud and AI solutions Discover how the reimagined Microsoft Marketplace is reshaping the future of cloud and AI innovation. In this session, we’ll explore how Microsoft Marketplace—unifying Azure Marketplace and Microsoft AppSource—empowers organizations to become Frontier Firms by streamlining the discovery, purchase, and deployment of tens of thousands of cloud solutions, AI apps, and agents. ✨BRK215 Boost cloud and AI ROI using Microsoft Marketplace As organizations embrace an AI-first future, cloud adoption is accelerating to drive innovation and efficiency. This session explores practical strategies to optimize cloud investments—balancing performance, scalability, and cost control. Learn how Microsoft Marketplace enables rapid solution deployment while maintaining governance, compliance, and budget discipline. Build a resilient, cost-effective cloud foundation that supports AI and beyond. Community Recap Partner of the Year Award Winners Congratulations to the winners and finalists of the 2025 Microsoft Partner of the Year Awards in the Marketplace category! 🏆 Explore all winners and finalists Fivetran earned the top honor as Marketplace Partner of the Year for its innovation in automating data movement on Microsoft Azure, enabling enterprises to accelerate AI and analytics initiatives. Varonis Systems Inc. and Bytes Software Services were recognized as finalists for delivering exceptional solutions and driving customer success through Marketplace. What’s Coming Up AI-powered acceleration: Scale faster in Microsoft Marketplace 📆 Thursday, December 04, 2025, at 9:00 AM PST Microsoft Marketplace is no longer just a procurement convenience; it’s a strategic revenue engine. Dive into operational readiness, CRM-native automation, seller engagement, trust signals, and AI-enabled acceleration. Whether you're just getting started or looking to optimize your Marketplace motion, this session will provide you with information that will turn your first sale into a repeatable growth engine. Scale smarter: Discover how resale enabled offers drive growth 📆 Friday, December 05, 2025, from 11:00 - 12:00 PM GTM+1 Discover how resale enabled offers help software development companies to scale through the Microsoft Marketplace by simplifying transactions, expanding reach and accelerating co-sell opportunities. Chart your AI app and agent strategy with Microsoft Marketplace 📆 Thursday, December 11, 2025, from 8:30 - 9:30 AM PST Organizations exploring AI apps and agents face a critical choice: build, buy, or blend. There’s no one-size-fits-all—each approach offers unique benefits and trade-offs. Tune in for insights into the pros and cons of each approach and explore how the Microsoft Marketplace simplifies adoption by providing a single source for trusted AI apps, agents, and models. Office hours for partners: Marketplace resale-enabled offers 📆 Thursday, December 18, 2025, at 8:30 AM PST Tune in to explore resale enabled offers through Microsoft Marketplace. This recently announced capability enables software companies to expand into new markets globally, at scale, and without additional operational overhead. Dive deep into the workflow and requirements for these deals. Learn about reporting and best practices from those that are already selling globally with resale enabled offers. Microsoft Ignite will return to San Francisco next year 📆 November 17-20, 2026 Sign up now to join the Microsoft Ignite early-access list and be eligible to receive limited‑edition swag at the event. 💬 Share Your Feedback! We truly appreciate your feedback and want to ensure these Partner Digests deliver the information you need to succeed in the marketplace. If you have any feedback or suggestions on how we can continue to improve the content to best support you, we’d love to hear from you in the comments below!Secure traffic on Azure with Fortinet FortiGate in Microsoft Marketplace
In this guest blog post, Srija Reddy Allam, Cloud DevOps Architect at Fortinet, discusses the evolving requirements organizations face when extending their environments to the cloud and how FortiGate Next-Generation Firewall VM in Microsoft Marketplace delivers comprehensive security and flexible, high-performance networking.When cloud apps become a weak link: How FortiAppSec Cloud in Microsoft Marketplace bridges the gap
In this guest blog post, Srija Reddy Allam, Cloud Security/DevOps Architect, Fortinet, discusses the increase of attacks targeted at web applications and APIs and how FortiAppSec Cloud in Microsoft Marketplace provides a layer of adaptive security to address the challenge.
Azure Sponsorship Credits - assistance required
Case 2606160050003641 has been open for more than 5 days without any response. We need assistance applying renewed Azure Sponsorship credits from Partner Success Expanded Benefits to an existing Azure Sponsorship subscription. Our Azure Sponsorship activation is currently blocked, and we would appreciate an update on the investigation and the recommended steps to proceed.
