After completing a SAMA engagement, organizations are not merely left with a set of technical reports. Rather, they are armed with a comprehensive view of their application landscape, including resource requirements, dependencies, security concerns and suitability for different modernization approaches. The next step for leaders is to translate this intelligence into a structured modernization roadmap. By aligning portfolio-level insights with their top business priorities, IT leaders can avoid getting bogged down with abstract analyses and move toward deliberate sequencing, targeted investment and measurable outcomes.

FROM ASSESSMENT TO STRATEGY: The baseline data from SAMA assessment reports encompasses application risk profiles, security findings, cloud readiness, complexity scores and more. This wealth of information can help organizations determine how to pursue all aspects of their modernization plans. Rather than relying on fragmented interviews or tribal knowledge, leaders can use SAMA outputs to create a portfoliowide modernization hierarchy grounded in measurable risk and architectural reality, ensuring that their modernization strategy addresses the most pressing needs of the business, rather than simply responding to the loudest voices in the room. When considering security strategy, leaders should keep in mind that SAMA largely handles only dependency-level security scanning and should not be used as a stand-in for more comprehensive security scans, such as penetration testing.

PRIORITIZATION FRAMEWORKS: With a detailed portfolio analysis in hand, IT teams can apply prioritization frameworks based on factors such as business value, technical debt level, regulatory risk and expected ROI after modernization. Applications with mission-critical roles, particular security sensitivity or high operational costs typically rise to the top of modernization lists. Conversely, low-impact applications may be scheduled later, or even slated for retirement or replacement. For example, a decades-old customer billing platform that directly affects revenue may be near the top of an organization’s modernization priorities. By contrast, a lightly used internal reporting tool built for a discontinued business unit may be better suited for retirement than for modernization.

MODERNIZATION PATHWAYS: Modernization is not one-size-fits-all. Based on SAMA outputs, organizations often choose varied modernization approaches, including rehosting (also known as “lift and shift”), refactoring, rebuilding or replatforming. In some cases, applications may be retired if modernizing them does not help the organization meet its long-term goals. These decisions will depend on strategic objectives, risk tolerance and resource availability, as well as critical information that surfaces during SAMA. For example, SAMA automatically conducts a semantic analysis that evaluates applications based on how “decomposable” they are, meaning that they may be good candidates for microservices or another architecture. Rather than spending weeks trying to decide whether it is worth rearchitecting an app into a serverless, containerized or microservice architecture, teams can attain these insights almost instantly.

GOVERNANCE AND KPIs: An effective modernization roadmap will include governance structures and clear key performance indicators tied to modernization outcomes. For example, these may include a reduction in technical debt, improved deployment frequency, enhanced security posture or increased uptime. By closely analyzing SAMA outputs, IT leaders can determine whether internal development teams are overstaffed or understaffed relative to upcoming modernization requirements, and they may decide to reassign some employees to ensure that modernization efforts stay on track. Measurable goals not only help IT teams track progress over time but also communicate success to stakeholders, including executive leaders. Periodic reassessment is important to ensure that modernization efforts remain aligned with evolving business needs and IT priorities.

By taking several simple steps, organizations can turn their SAMA roadmaps into real-world execution.

SET REALISTIC EXPECTATIONS: App modernization doesn’t happen overnight, and transitioning from planning to execution requires realistic expectations about timelines, budgets and risks. Still, SAMA identifies opportunities for quick wins. Organizations can demonstrate the value of modernization and build momentum for the effort by rapidly refactoring low-complexity, high-value applications. Typically, these will be apps that deliver highly visible business value but do not present significant challenges related to dependencies, security or regulatory exposure. It’s important that stakeholders not treat AI as a “magic wand” that will modernize their app environment on its own. Even with extensive automation, transformation requires disciplined sequencing and executive sponsorship, and any code written by AI tools will need to be thoroughly reviewed and tested by senior developers with the expertise needed to catch critical errors.

ENABLE CROSS-FUNCTIONAL COLLABORATION: Successful modernization depends on close collaboration among developers, security professionals, operations teams and business stakeholders. Leaders should be mindful of Conway’s law, a business concept positing that organizations tend to design systems that mirror their own communication structures. Essentially, this means that organizations with cumbersome, siloed communications are likely to end up with cumbersome, siloed application environments — simply because the way teams communicate with each other has a significant influence on what and how they build. SAMA’s portfolio analysis helps break down organizational silos by providing a unified view of application health and modernization needs, making cross-team planning more effective. Leaders should take advantage of this head start when implementing their modernization strategies by intentionally bringing different teams together. Shared dashboards and executive summaries can help align technical modernization decisions with enterprise-level business strategy.

PURSUE ITERATIVE MODERNIZATION: By working on manageable subsets of applications in phases, rather than trying to modernize their entire environments all at once, organizations can manage risk and keep projects aligned with evolving business needs. While a “big bang” approach may build excitement among executive leadership, an incremental approach is far more sustainable, as it is less likely to overwhelm internal IT teams. An iterative approach also allows teams to learn from each modernization phase and apply those lessons to the next step on the roadmap. Additionally, a deliberate sequencing of modernization initiatives helps organizations minimize operational disruption while maintaining day-to-day reliability for business-critical systems. Many organizations will periodically cycle back to SAMA to reassess current states and refine roadmaps based on their real-world progress.

CONTINUOUSLY MEASURE SUCCESS: Excellence in SAMA execution should primarily be measured not in the number of modernization tasks completed but rather in the form of business outcomes achieved. These may include improved user experiences, reduced operational costs, better security outcomes and increased development velocity. Organizations may also measure app modernization success by tracking reductions in technical debt and architectural complexity, as well as improvements in system reliability, as these metrics all have a direct impact on operational success. SAMA’s application-level reporting enables leadership to track portfolio risk over time and evaluate whether modernization investments are reducing systemic vulnerability, but organizations should also develop their own success benchmarks and track metrics over time. This sort of ongoing evaluation creates accountability and prevents modernization efforts from reverting into reactive maintenance cycles, ensuring that application modernization efforts serve the needs of the business well into the future.