In the constantly evolving landscape of technology, software modernization has become a critical process for businesses aiming to maintain a competitive edge and improve efficiency. Application Rationalization—the process of strategically identifying business applications to determine which should be kept, replaced, consolidated, or retired—is an essential component of any software modernization program. With the surge in Artificial Intelligence (AI) capabilities, companies are now exploring how AI can enhance this process, providing precision, efficiency, and insights that were previously unattainable.
The role of AI in application rationalization can be seen as threefold: discovery and analysis, decision-making support, and ongoing optimization. Let’s delve into the potential contributions of AI in each of these stages.
Discovery and Analysis
During discovery and analysis, AI tools can automatically inventory and document the existing application portfolio. They can analyze usage metrics, financial implications, and technical debt associated with each application. This granular level of analysis provides a comprehensive overview that can significantly reduce the time and resources spent on manual reviews. Moreover, AI can discern patterns within the application infrastructure, detecting dependencies that may not be apparent at first glance.
Decision-making support
AI’s contribution to the decision-making phase lies in using predictive analytics and machine learning. It can simulate different rationalization scenarios, taking into account the varying objectives such as cost reduction, system complexity, or regulatory compliance. These simulations can produce actionable insights, empowering organizations to make informed decisions about which applications to sunset, update, or maintain. The AI systems can weigh factors such as the strategic importance of an application, its fit with the existing ecosystem, and the ROI of proposed changes, presenting a holistic view to stakeholders.
Optimization
After decisions are made, AI’s role transitions to ongoing optimization wherein it provides continuous learning and adaptive planning tools. By constantly analyzing the performance and alignment of the application portfolio with business goals, AI ensures the rationalization is not a one-time event but a dynamic process. It can alert decision-makers about new opportunities for consolidation or highlight applications that no longer serve the purpose they once did.
However, integrating AI into the application rationalization process is not devoid of challenges. Organizations need to ensure the AI systems they employ are fed with high-quality, relevant data; otherwise, the outputs may be flawed. Additionally, the interpretability of AI decisions is crucial — stakeholders must trust and understand the rationale behind algorithmic suggestions to act upon them confidently.
As for the human workforce, it needs to adapt to a new role that oversees AI systems, interprets results, and makes final decisions. This shift requires an investment in upskilling employees to work symbiotically with AI technologies—fostering a culture that trusts and understands the capabilities and limits of AI.
For more information on how your organization can accelerate your code modernization, check out the following whitepaper from Copper River at copperrivermc.com/devops/.
As organizations seek to fully harness AI in their application rationalization efforts within software modernization, they may find the journey complex and fraught with technical and strategic challenges. That’s where Diversified Outlook Group steps in, offering expertise to streamline this process. With seasoned professionals experienced in AI’s application across software modernization, Diversified Outlook Group can assist in fine-tuning your AI strategies to ensure they are aligned with your business objectives and yield tangible outcomes.
To embark on a journey of intelligent application rationalization and to tackle the intricacies of weaving AI into software modernization, contact the experts at Diversified Outlook Group via support@diversifiedoutlookgroup.com. With their guidance, your company can transition smoothly into a future where artificial intelligence enhances every facet of your technological operations.
