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Using Agentic AI to Eliminate Technical Debt

Written by UBIX | Apr 7, 2026 3:15:00 PM

The press has been buzzing on the dramatic impact AI is having (and will have) on the nature of enterprise work. From predictions that “all white collar work will be automated by AI in 18 months” to the asymmetric impact of generative AI has on job post availability, media is pushing boards and executive teams to reprioritize IT spend towards AI transformation projects.

This is creating a huge challenge for CIOS who still face technical debt challenges, so embracing realistic expectations for the integration of these new technologies requires a strategic approach and alignment between IT and business objectives on a scale significantly more than before.

The challenge of technical debt is pervasive

The drag of technical debt is very real in every organization. Put simply, technical debt is the cost incurred by putting off upgrades or modernization in lieu of chasing today’s fire drill.

According to McKinsey & Company research 40% of the average technology portfolio is dedicated to account for technical debt and at least 20% of the technical budget dedicated to new products is diverted to resolving issues related to that technical debt. In addition to the costs incurred by technical debt, an organization also has to contend with other hard costs such as the cost of SaaS licenses hiding in line-of-business budgets as well as the very real potential of a security breach which can cause a median loss of $46,00 per breach.

Unfortunately a byproduct of technical debt is Shadow IT which is a direct result of the business side of the house becoming impatient with the lack of IT prioritization of their specific projects. The best way to eliminate the root cause of shadow IT is to deliver a platform where the business can lead their own AI initiatives, specifically a data intelligence cloud for AI. This will allow for the scalable modernization of legacy systems and at the same time provide a place where business leaders can satisfy their needs for rapid innovation but with the guardrails imposed by IT for security, governance and compliance.

Agentic AI redefines how IT departments address shadow IT and technical debt

Effective use of Agentic AI can redefine how IT departments manage shadow IT and technical debt by shifting from passive, reactive monitoring to active, autonomous governance and remediation. Rather than merely detecting unauthorized tools (i.e. shadow IT) or documenting aging systems (i.e. technical debt), Agentic AI can be deployed to take a proactive approach for fixing, updating, and securing IT infrastructure in real-time.

To directly address the challenge of technical debt, Agentic AI can convert the usual “one shot” project focus into a continuous, automated process. Specifically supporting:

  • Autonomous Remediation & Self-Healing: actively patch technical debt by analyzing legacy systems, identifying inefficiencies, and automatically suggesting or implementing code refactoring, testing, and documentation
  • Preventive Maintenance: use proactive monitoring and self-healing automation to predict and fix issues such as memory leaks or unpatched dependencies instead of waiting for systems to break or they become costly, high-priority, fire-fighting tickets.
  • Project Prioritization: scan complex, outdated systems and ranking tasks based on urgency and impact to help developers focus on the highest-ROI debt reduction, accelerating modernization without overwhelming staff

The good news is that you won’t have to wait months or even years to realize the benefits of a data intelligence cloud. New developments in open-source, zero-code SaaS platforms mean that legacy system modernization projects can be tackled immediately to reduce dependencies on proprietary systems and the costs of dedicated tools and resources.

Achieving measurable results in days not years

UBIX is revolutionizing the way organizations approach data and AI to eliminate technical debt as well as limit shadow IT with a Data Intelligence Cloud for AI. Its no-code, risk-free solution empowers organizations to harness the power of AI on their existing infrastructure, driving efficiency, innovation, and compliance. With UBIX, companies can transform their operations and achieve data democratization in record time.

Our innovative, secure, and flexible patented no-code platform leverages to power of GenAI, Reinforcement Learning and Agentic AI to enhance its capabilities and transform data into usable information accessible by the average person starts with ensuring you have the right data to the right person at the right time in the right format. With an architecture that is designed to adapt to the varying demands of organization, allowing them to scale up or down based on their specific requirements and delivering value in days not weeks or months.

Learning how GenAI and emerging advancements like Reinforcement Learning and Agentic AI can deliver on the promise of a data intelligence cloud to eliminate technical debt and shadow IT has never been easier. Download our free eBook titled “Agentic AI and the Power of Action Agents” to help better understand the nuances of emerging AI concepts and technologies and offer a set of best practices for consideration to ensure digital transformation and business-led AI success. Or if you can spare 22 minutes for a mini–AI Readiness Workshop, you can contact one of our AI experts today.