In a recent conversation I had with Futurum Vice President and Software Lifecycle Engineering Practice Lead, Mitch Ashley, we talked about a pattern we’re seeing again and again with customers that are exploring agents.
Most organizations can easily identify dozens—or hundreds—of potential agentic use cases. The challenge they often face is determining how to move from their long list of options to real solutions that drive meaningful business impact, without stalling in pilot mode or creating risk along the way.
The organizations I see getting real traction—what we at Microsoft call Frontier Firms—start in a very specific place.
Start with workflows, not agents
Successful teams begin by asking, “Which workflows matter most to the business?”
Apps already encode how work gets done. They reflect real processes, real users, and real governance. That makes them the right foundation. When you introduce agents into existing applications and workflows, you’re building on sound, existing structures: security models, data access, ownership, and accountability.
This is why we consistently see better outcomes when customers start their agentic transformation with solutions they’ve already created using Power Apps and then layering in agents. Those companies are benefitting from all the hard work they’ve done defining roles, permissions, and end‑to‑end flows. Agents are how they extend those investments, building on their existing, strong foundation.
Vision needs a roadmap
Many organizations have a strong agentic vision. Fewer have a clear path to execution.
Some teams invest heavily in governance and controls, but these same teams can struggle to show early returns. Others build a compelling proof of concept, then hit friction when they try to scale it across a department or function.
The teams that break through are very deliberate about outcomes. They decide which parts of a workflow are well suited to agents, where human judgment still matters, and how those pieces connect. They focus on completing a workflow, not automating isolated steps.
Customer relationship management (CRM) is a good example. With a CRM solution, there is opportunity in identifying where agents can handle research, triage, or preparation, while humans deliver maximum value by staying focused on decisions, relationships, and outcomes.
Adoption is a capability, not an event
One of the biggest misconceptions about agents is that adoption will take care of itself. That’s not what we see in practice.
People need clarity about what an agent does, where it adds value, and how it fits into their daily work. Using agents effectively is a skill that develops over time. Learning and successful adoption require guidance, repetition, and reinforcement.
The organizations that scale successfully treat adoption as a shared muscle. Managers become power users. Learning becomes social. Teams run prompt‑a‑thons, share examples, and compare what’s working. The momentum that creates matters more than any single feature.
Security and governance enable speed
Governance is often framed as a constraint. In reality, it’s what allows teams to move faster with confidence.
As agents become more capable, managing access, intent, and oversight becomes critical. A single compromised identity can expose far more than intended if guardrails aren’t in place.
That risk is a driver for customers to establish agentic centers of excellence early. These teams focus on ideation, governance, and scale together. Once guardrails are clearly defined and in place, we see teams spending less time debating risk and more time delivering value to the business.
Focus on value, then scale deliberately
One thing I’ve seen in Frontier Firms is that they are realistic about their journey. They are generally starting small, proving the value of an agentic transformation, and then connecting additional workflows over time.
As I shared with Mitch, the strong first use cases I’ve seen are those that are repetitive, meaningful, and measurable. When a solution reduces friction for employees or customers and creates visible impact it’s often an indicator of an optimal workflow. With that initial success, it becomes much easier to extend the model across adjacent scenarios.
This approach helps customers avoid what you might call ‘pilot purgatory.’ Successful pilots don’t stay pilots. They become solutions that spread across a business because people ask for them.
Measure what actually matters
Just counting agents isn’t enough though. Real measurement of success looks at sustained usage, employee experience, and customer outcomes alongside efficiency.
As I shared with Mitch, at Microsoft, we’ve proven AI-powered success firsthand in our customer service teams. With the same number of people, we’re handling roughly twice the volume of customer cases. We’ve seen our customer satisfaction improve. And, our employees can now spend more time solving problems instead of answering the same questions repeatedly.
That combination—efficiency, experience, and capacity for innovation—is the signal we have that transformation is real.
What separates leaders from the rest
The organizations leading with agents today share a few traits. They start with workflows. They invest in governance early. They treat adoption as a capability. And they stay focused on business value, not novelty.
Agents don’t replace people. They change where people spend their time and energy. The companies that understand that are building a foundation that will serve them well as this technology continues to evolve.
Watch my full conversation with Mitch Ashley to hear more about how organizations are moving from ideas to impact and what Frontier Firms are doing differently to drive successful agentic transformations.
