ai business process
5 TopicsAgent 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/.1.8KViews1like0CommentsMicrosoft Partners: Accelerate Your AI Journey at AgentCon 2026 (Free Community Event)
Recently, a customer asked me a question many Microsoft partners are hearing right now: “We have Copilot — how do we actually use AI to change the way we work?” That question captures where we are in the AI journey today. Organizations have moved past curiosity. Now they’re looking for trusted partners who can turn AI into real business outcomes. That’s why events like AgentCon 2026 matter. A free, community-led event built by practicioners AgentCon is not a traditional conference. It’s a free, community-driven global event organized by the Global AI Community together with Microsoft partners and ecosystem leaders. Simply put: it’s for the community, by the community. Across cities worldwide, developers, consultants, architects, and Microsoft partners come together to share practical experiences building with AI agents, Copilot, and the Microsoft platform. The focus isn’t theory — it’s implementation: What worked What didn’t What partners can apply immediately with customers This peer learning model reflects how many of us actually grow in the Microsoft ecosystem: by learning from other partners solving real problems. Why this matters for Microsoft partners The opportunity for partners is evolving quickly. Customers aren’t just asking about AI tools — they’re asking how to redesign processes, automate work, and unlock productivity using AI-powered solutions. The Microsoft AI Cloud Partner Program emphasizes partner skilling and helping customers realize value from AI investments. Community events like AgentCon accelerate that learning by bringing partners together to exchange proven approaches and practical insights. When partners upskill faster, customers succeed faster. Why attend AgentCon is designed to help partners move from AI awareness to AI delivery. As an attendee, you can expect: Practical sessions and demos from practitioners Real-world AI and agent scenarios Direct conversations with builders and peers New collaboration and co-sell opportunities You’ll leave with ideas and approaches you can bring directly into customer engagements. Why speak AgentCon thrives because partners share openly with one another. If you’ve implemented Copilot, explored AI agents, or learned lessons from customer deployments, your experience can help others accelerate their journey. Speaking at AgentCon allows you to: Share your expertise with the global partner community Build credibility within the Microsoft ecosystem Create new partnerships and opportunities Contribute to collective partner success You don’t need a perfect story — just an honest one others can learn from. Join the global AgentCon community AgentCon 2026 events takes place around the world including these upcoming events: March 9 - New York: https://aka.ms/AgentconNYC2026 April 11 - Hong Kong: https://aka.ms/AgentconHongKong2026 April 16 - Seoul: https://aka.ms/agentconLondon2026 April 22 - London: https://aka.ms/agentconSeoul2026 Each event is locally organized, community-led, and free to attend. Help shape the next phase of AI adoption AI transformation is happening now — and Microsoft partners play a critical role in guiding customers forward. AgentCon is an opportunity to learn together, share experiences, and strengthen the partner ecosystem driving AI innovation. 👉 Register or apply to speak: https://aka.ms/agentcon2026 We hope you’ll join us — and be part of the community helping customers turn AI potential into real impact.508Views0likes0CommentsFrom insight to action: how Adobe and Microsoft are helping marketers move faster with AI
Today’s marketing leaders are under pressure to do more than ever—deliver meaningful personalization, accelerate execution, and prove measurable business impact. At the same time, teams are navigating increasing complexity: fragmented data, disconnected tools, and insights that arrive too late to act on. AI can change this—but only when it’s embedded directly into how people already work. That’s why Microsoft and Adobe are deepening our partnership: bringing customer experience intelligence, AI-powered workflows, and enterprise-grade AI directly into Microsoft 365 Copilot—so teams can move from insight to alignment to execution in one continuous workflow. The result is faster decisions, more coordinated execution, and clearer business outcomes—without breaking flow or context. Bringing customer experience intelligence into the flow of work Marketing teams don’t struggle because they lack data. They struggle because insights live in one place, collaboration in another, and execution somewhere else entirely. That disconnect slows teams down and creates unnecessary friction between analysis and action. Together, Adobe and Microsoft are changing that dynamic by connecting Adobe’s customer experience capabilities with Microsoft 365 Copilot and Copilot Cowork—so insight, collaboration, and next-best action can happen where work already happens: in Copilot Chat and in everyday apps like Teams, Word, and PowerPoint. Marketers can ask questions, explore insights, align with teammates, and take action without jumping between tools—turning intelligence into impact at the moment it matters. Adobe Marketing Agent for Microsoft 365 Copilot: now generally available A major milestone in this journey is the general availability of the Adobe Marketing Agent for Microsoft 365 Copilot, now available via Microsoft Commercial Marketplace. The Adobe Marketing Agent brings Adobe customer experience intelligence directly into Copilot, enabling marketing teams to: Accelerate time from insight to decision Move seamlessly from analysis to execution Keep humans firmly in control, with AI supporting—not replacing—decision‑making Importantly, the agent is enterprise-ready by design. IT administrators can deploy and manage the experience through the Microsoft 365 admin center, ensuring security, governance, and compliance at scale. Expanding executive experiences with Copilot Cowork Looking ahead, Adobe skills designed for customer experience orchestration will be accessible in Copilot Cowork—in a future release. This upcoming experience will enable customer experience leaders to engage with customer experience insights in a more direct, conversational way, bringing strategic visibility into the same Copilot environments where decisions are made and actions are coordinated. Built on Azure to scale securely and responsibly The technology foundation of this innovation is Azure. Adobe Experience Platform, Adobe Experience Platform Agent Orchestrator, and Adobe AI Agents are built on Azure and leverage Azure AI models, providing the scalability, security, and reliability enterprises require. By running on Azure, these agentic experiences benefit from Microsoft’s global infrastructure, enterprise‑grade security, and responsible AI commitments—supporting customer trust as organizations scale AI across their business. Designed for interoperability across agent ecosystems Modern enterprises don’t operate in a single ecosystem—and their agents shouldn’t either. Adobe agents are built to interoperate with agents created using Microsoft Azure AI Foundry or Copilot Studio, enabling customers to orchestrate richer, cross‑functional workflows across marketing, sales, service, and operations. This architecture is designed to enable organizations to compose agentic solutions that reflect how work actually happens—across systems, teams, and business processes. Moving from experimentation to execution This partnership reflects a broader shift in how organizations adopt AI—moving from experimentation to embedded, enterprise‑ready execution. By bringing the full power of Adobe Experience Platform together with Microsoft’s AI platform, cloud infrastructure, and Copilot experiences, we’re helping teams move faster with clarity, confidence, and control. This is how AI becomes not just powerful—but practical. Learn more Adobe + Microsoft partnership page Adobe Marketing Agent for Microsoft Copilot page300Views1like0CommentsImproving Sales Communication with AI – Turning Execution into Clearer, Stronger Conversations
Execution creates momentum — refinement creates results. In this session, we focus on improving communication quality using AI. Learn how to refine messaging, tighten positioning, and adjust outreach based on real feedback. This session moves beyond activity into clarity, tone, and impact. WHAT YOU’LL LEARN How to use AI to refine outreach messaging Improving tone, clarity, and brevity Turning replies into communication insight Avoiding over-automation in conversations How to iterate messaging without losing authenticity WHY ATTEND? Strengthen real-world sales conversations Improve response quality, not just volume Learn practical refinement workflows Build communication confidence Designed for sales leaders, advisors, consultants, and IAMCP members — as well as non-members looking to improve practical AI-supported sales communication. Register for the event here99Views0likes0CommentsLand Your Offer - Anatomy of Revenue Generating Partner Offer - Part 1 - Copilot in 30
Copilot in 30: A Ready-Made Marketplace Offer to Grow Your SMB Practice Thirty days. Twenty-five users. One repeatable offer that turns AI curiosity into a long-term customer relationship. Small and medium businesses know AI matters. What they lack is a trusted guide and a low-risk way to start. Copilot in 30 gives you both: a $0, 25-user, 30-day Microsoft 365 Copilot Business trial from Microsoft, wrapped in a structured journey that only a partner can deliver. Package it as a Microsoft Marketplace offer and you have a scalable on-ramp to every SMB customer in your base — and to the managed services that follow. Start Here: Why Publishing on Microsoft Marketplace Matters Microsoft Marketplace is Microsoft's partner-focused business platform, designed to help you reach more customers and simplify how you sell. A published offer gives your practice a permanent, discoverable storefront in the place customers already look for Copilot help. More importantly, an offer turns your expertise into something repeatable. Instead of scoping every engagement from scratch, you define the journey once — activities, timeline, deliverables — and run it across dozens of customers. Professional service and managed service offer types are available in Partner Center, so the same offer can carry both the 30-day journey and what comes after it. The SMB Opportunity Hiding in Plain Sight SMB customer segment is still early in their AI journey. These are organisations with 300 or fewer users on Microsoft 365 Business Basic, Standard or Premium — typically without an in-house AI team. That combination is exactly where partners win: high demand, limited internal capacity, and a customer base large enough that a well-designed, repeatable offer scales far beyond what bespoke projects can. Why Copilot Is the Right First AI Step for SMBs Microsoft 365 Copilot Business is the cost-effective Copilot add-on built for SMB customers, delivering the same capabilities as Microsoft 365 Copilot inside the apps their people already use — Outlook, Teams, Word, Excel and PowerPoint. No platform overhaul, minimal training, immediate relevance. Copilot is also the on-ramp. Once a team works confidently with Copilot, the natural next steps are agents, automated workflows and Copilot Cowork — each one deepening the customer's dependence on the partner who guided them there. Meet Copilot in 30: 25 Users, 30 Days, $0 Copilot in 30 is a limited-time, CSP partner-led Microsoft 365 Copilot Business trial for SMB customers with fewer than 300 employees. The essentials: What the customer gets: 25 Microsoft 365 Copilot Business seats for 30 days at $0, transacted through CSP New Commerce (Product ID CFQ7TTC0MM8R · SKU 006Z) Who qualifies: Customers on Microsoft 365 Business Basic, Standard or Premium with no paid Microsoft 365 Copilot today — one trial per customer How long it runs: Available to transact until 31 December 2026 What happens at Day 30: The trial auto-converts to a paid subscription unless renewal settings are changed, with a 7-day cancellation window What Microsoft provides: A launch kit, campaign materials, setup guidance, the Copilot Success Planner and conversion guidance Microsoft supplies the licences and the assets. The offer — and the customer relationship — is yours. Your Role: The Guide Who Turns a Trial Into a Habit A trial alone rarely changes behaviour. A guided trial does. Your job across the 30 days is to make sure 25 people experience real value in real work, and that the sponsor can see it. Before Day 0 — pick the right customers, become "Customer Zero" by using Copilot in your own business, secure a named sponsor and Copilot admin, and build a 30-day success plan with agreed measures. Day 0 — transact the trial, set the paid renewal quantity and term, complete admin setup, assign all 25 licences and run the kick-off with starter prompts. Days 1–28 — lead a weekly scenario (Outlook, Teams, Apps, Agents), review Copilot Analytics, re-engage low-activity users and capture proof points in the customer's own words. Days 29–30 — run the outcome and ROI review, confirm the paid offer and open the expansion and consumption conversation. Every touchpoint is partner expertise the customer cannot get from a licence alone — and every one moves the decision at Day 30 from "should we?" to "how much more?" Inside the Offer: Activities, Timeline and Deliverables Below is the full activity plan behind the offer, ready to drop into your own offer description or statement of work. ID Stage Activity Trial day (of 30) Key deliverables — Pre-req Customer eligibility (Copilot Business trial) Before Day 0 Active M365 Business base licence; no paid M365 Copilot; one $0 trial per customer; CSP New Commerce transactable; offer open to 31 Dec 2026 I1 Identify Build the prioritised target list Pre-trial Tier A/B target list from ASPX and Cloud Ascent; 50–300 eligible seats I2 Identify Confirm eligibility and trial fit Pre-trial Eligibility check: M365 Business base licence, no paid Copilot, one trial I3 Identify Launch the acquisition campaign Pre-trial Campaign email sent; briefing delivered; responses triaged into pipeline I4 Identify Be Customer Zero: complete microskilling Pre-trial Microskilling complete; internal Copilot experience; team briefed P1 Plan Confirm sponsor and success measures Pre-trial Named sponsor and admin; 25 trial users; agreed success measures P2 Plan Build the 30-day success plan Pre-trial Personalised Success Planner output; weekly scenarios; admin and user views P3 Plan Confirm technical and compliance readiness Pre-trial Minimum requirements verified; data and compliance review; blocker log A1 Activate Transact the trial in CSP New Commerce Day 0 25-seat, 30-day, $0 trial ordered (CFQ7TTC0MM8R · SKU 006Z) A2 Activate Configure the paid renewal settings Day 0 Renewal quantity, term and billing set; Cowork usage-based billing if in scope A3 Activate Complete admin setup and assign licences Day 0 Recommended settings on; 25 licences assigned (starts the clock) A4 Activate Run the kick-off and share starter prompts Day 0 Kick-off email; starter prompts; four-week prompt series scheduled X1 Experience Week 1 · Outlook — catch up and communicate Days 1–7 Week 1 prompts landed; first-week activation rate reviewed X2 Experience Week 2 · Teams — meetings that run themselves Days 8–14 Copilot Analytics checkpoint; recaps adopted; low-activity users re-engaged X3 Experience Week 3 · Apps — create in minutes Days 15–21 App scenarios and proof points; week 3 training gate before day 30 X4 Experience Week 4 · Agents — unlock the next level Days 22–28 Role-built agents trialled; 30-day usage trends from the admin centre C1 Convert Outcome review, paid offer and expansion plan Days 29–30 ROI review; 50-seat offer confirmed in 7 days; wave 2 plan; consumption conversation opened Land Your Offer: What One Customer Is Worth The table below is the revenue anatomy of one Copilot in 30 engagement — and it shows that the money is not in the trial, but in what the trial sets up. Item Value Detail Offer duration 30 days Trial clock runs Days 1–30; identify, plan and Day 0 setup precede it Trial offer 25 seats M365 Copilot Business · 30 days · $0 · one per customer · to 31 Dec 2026 CSP incentive — 25 seats (K) $0.32K 5.0% direct bill (2.5% M365 CSP Core + 2.5% Strategic Product Accelerator Tier 1) on 25 M365 Copilot Business seats x $21/mo† ≈ $6.3K/yr; indirect reseller 2.5% ≈ $0.16K Conversion target 50 seats Lead with 50 paid seats at conversion; sets up the wave 2 expansion plan CSP incentive — 50 seats (K) $0.63K 5.0% direct bill (Core + SPA Tier 1) on 50 M365 Copilot Business seats x $21/mo† ≈ $12.6K/yr; indirect reseller 2.5% ≈ $0.32K Frontier Accelerate deployment funding (K) $2.5K Microsoft Commercial Incentives funding for the Copilot deployment engagement when the conversion lands with 50 paid seats†; funds the deployment and adoption work that leads into managed services † Illustrative estimates from the offer plan. Confirm current incentive rates, funding and eligibility in Partner Center. Three streams stack on top of each other: CSP incentive — earned on every paid Copilot Business seat from the moment the trial converts, and growing again when the customer expands from 25 to 50 seats. Frontier Accelerate deployment funding — $2,500 available when you lead the conversion with 50 paid seats, paying for the deployment work that makes the expansion stick. Managed services — the recurring engagement described in Day 31 and Beyond, which is where the largest and most durable share of revenue lives. Now multiply. Everything above is the anatomy of a single customer. Landing the offer means running it across every eligible customer in your base — and you don't need to guess who they are. Partner Center's growth insights reporting, available through the AI Business Solutions & Security Insights (ASPX) dashboard, gives you account-level Copilot eligibility, seat whitespace, free Copilot Chat usage and adoption signals for the customers you already manage. To turn that export into a ranked target list, my colleague Brian O'Shea has built a Copilot for 30 Power BI dashboard that sits over your ASPX data and scores each customer on a 0–100 priority scale from eligible seats, whitespace, free-to-paid potential and opportunity signals — so your first cohort is the ten customers most likely to convert, not the first ten who reply. How the Offer Fits Together: From Trial Inputs to Proof of Value The offer runs left to right in three layers: Trial inputs — 25 users, 30 days, $0 CSP trial SKU; an SMB with 50–300 eligible Microsoft 365 seats; no paid Copilot today; a Business Basic, Standard or Premium base; one trial per customer to 31 Dec 2026; a named sponsor and Copilot admin; auto-conversion to paid unless changed. Five stages — Identify (I1–I4), Plan (P1–P3), Activate (A1–A4), Experience (X1–X4) and Convert (C1, T1, T2, W2). Each stage produces a concrete output the sponsor can see. Proof of value — a prioritised list and campaign responses; agreed use cases and success measures; a provisioned trial with 25 licences assigned; weekly usage from the Microsoft 365 admin centre; adoption proof points in the customer's words; paid conversion confirmed in Partner Center — and a named wave 2 expansion beyond the first 25. The highlighted activities — admin setup (A3), Week 4 agents (X4), 25→50 paid seats (T1), Frontier Accelerate funding (T2) and the wave 2 expansion plan (W2) — are where the engagement stops being a project and starts becoming an ongoing relationship: managed services, agent build-out, Copilot Studio and Copilot Cowork follow-on once the trial converts. Day 31 and Beyond: Managed Services That Keep Delivering The end of the trial is the start of the real engagement. Package these as standing services in your offer: Copilot adoption management — monthly Copilot Analytics business reviews, prompt and scenario refreshes, champion programme and onboarding for each new wave of users Licence and expansion management — take the customer from 25 to 50 paid seats and on to wave 2, aligning renewals, terms and billing as the footprint grows Agent build-out — design, build and maintain role-based agents with Copilot Studio for sales, service, finance and operations scenarios surfaced in Week 4 Copilot Cowork enablement and governance — introduce consumption-based Cowork scenarios, set budgets and cost controls, and report on usage each month Security, compliance and readiness — keep data protection, permissions and governance in step with expanding AI use, including a path to Microsoft 365 Business Premium Quarterly value reviews — refresh success measures, capture new proof points and agree the next expansion plan with the sponsor Each of these is a recurring, outcome-based service rather than a one-off project — and each keeps you positioned as the customer's AI partner as their needs grow. Ready to Build Your Copilot in 30 Offer? Download the Copilot in 30 launch kit and Microsoft 365 Copilot Partner FAQ from the Microsoft AI Cloud Partner Program. Be Customer Zero — run Copilot and the microskilling series inside your own business first. Publish your offer in Partner Center as a professional service (the 30-day journey) with a managed service follow-on (Day 31 and beyond). Pick your first cohort — customers with 50–300 seats on a Microsoft 365 Business plan and no paid Copilot today. Transact your first trial through CSP New Commerce (Product ID CFQ7TTC0MM8R · SKU 006Z) and set the paid renewal on Day 0. Book the Day 30 review before Day 1 — so the conversion and expansion conversation is already on the calendar. The window closes on 31 December 2026. The customers are already in your base. Publish the offer and start the clock. Resources From AI curiosity to Copilot adoption in 30 days — Microsoft Partner Blog Copilot in 30 Launch Kit — partner GTM playbook, customer trial guide, invitation and weekly prompt emails, admin setup guidance Build Your 30-Day Copilot Success Plan Copilot Success Planner Walkthrough video Partner Skilling Hub | Microskilling for Copilot in 30 Power BI Dashboard that integrates with your ASPXi Partner Data · By Brian O'Shea Create compelling customer business cases91Views0likes0Comments