”Most organisations are not struggling to find AI tools.
They are struggling to integrate them safely into an existing landscape of ERP systems, custom applications, legacy platforms, compliance requirements and limited IT capacity.
Kurt Vandevelde, Managing Partner – Providit
The pressure is familiar
Business teams want faster delivery
IT departments are fighting growing technical debt
Experienced developers remain difficult to recruit
Regulatory expectations continue to increase
As a result, many organisations face a critical question: how do you accelerate software delivery with AI without creating a larger maintenance and governance problem two years from now?
“The answer is not more AI tooling. It is what we call governed acceleration: speed delivered inside an architectural framework.”
The Hidden Cost of AI-Driven Development
AI can generate code, workflows and application components at unprecedented speed. The research, however, tells a more nuanced story than the tooling vendors do.
McKinsey’s analysis of nearly 300 publicly traded companies found that only a top quintile of organisations achieves substantial gains from AI in software development: improvements of 16 to 30 percent in productivity and time to market, and 31 to 45 percent in software quality. Their key insight: simply giving developers AI tools does not meaningfully move the needle; value comes from rearchitecting how software is built. McKinsey’s earlier lab research points in the same direction: productivity gains shrank to under 10 percent on complex tasks, and junior developers were in some cases slower with AI tools than without them.
Research published in MIT Sloan Management Review adds a warning that will resonate with any IT leader managing a legacy estate: AI-assisted changes to existing systems can propagate defects already present in the code base, quietly increasing technical debt unless organisations deliberately allocate time and governance to retire it.
The pattern across all of this research is consistent.
AI does not automatically understand the unique context of your organisation
Existing system dependencies
Integration architecture and business rules
Security policies and data governance requirements
Long-term application lifecycle considerations
Without this context, speed becomes deceptive. Applications may be delivered faster, but organisations often inherit inconsistent business logic, fragile integrations, increased maintenance costs, reduced transparency and growing technical debt.
For enterprise leaders, the challenge is therefore not generating more software. It is generating software that remains maintainable, secure, and compliant over time.
What AI Delivers
Faster application generation
Higher development throughput
Rapid feature delivery
Automated code creation
Faster experimentation
What IT Leaders Must Manage
Architectural consistency
Technical debt control
Governance and compliance
Long-term maintainability
Production reliability
Governed Acceleration in Practice:
What a Platform Approach Changes
AI becomes significantly more valuable when it operates within a governed platform. This is precisely the ‘rearchitecting how software is built’ that separates McKinsey’s top quintile from everyone else. In our experience, OutSystems provides that framework. It is not a silver bullet, but each of the major pressures enterprises face today has a credible answer within the platform:
Talent scarcity
Visual, model-driven development expands who can deliver. Instead of depending exclusively on scarce senior full-stack developers, organisations broaden delivery capacity while central architectural standards remain enforced by the platform.
Growing technical debt
Reusable architecture patterns, dependency analysis and full application lifecycle management make debt visible and manageable rather than hidden in generated code, directly addressing the defect-propagation risk the MIT Sloan research identifies.
Regulatory pressure
Governance, security controls, access management and auditability are built into the platform rather than bolted on afterwards, so compliance scales with delivery.
Legacy complexity
Native integration capabilities connect ERP, CRM and core business systems, allowing legacy applications to be modernised progressively instead of replaced in high-risk big-bang projects.
Speed vs. control
AI-assisted development inside OutSystems inherits the platform’s guardrails. Teams move fast, and what they produce remains transparent, supported and maintainable.
Where Low-Code Is Not the Answer
A governed low-code platform is not the right choice for every situation and we tell our customers where Low-code is not the right solution:
Highly specialised algorithmic systems like trading engines, scientific computing, embedded software, are usually better served by traditional engineering.
Extreme-scale consumer platforms with millions of concurrent users and micro-optimised performance requirements sit outside the typical low-code sweet spot.
Organisations unwilling to invest in governance will not be saved by a platform. Without architectural ownership, standards and a Centre of Excellence, low-code simply produces technical debt faster. In fact the same trap as ungoverned AI coding.
What We See Across Industries
Across Providit engagements since 2015 in logistics, manufacturing, chemicals and agriculture, retail, healthcare, telecommunications, banking and public services, architecture-led low-code delivery is helping organisations modernise operations. Based on our own project data, common outcomes include:
Delivery cycles up to four times faster than traditional development approaches
Reduced dependency on scarce specialist development resources
Improved integration between business-critical systems
Faster modernisation of legacy applications
Better visibility and governance across application portfolios
The most successful organisations we work with share one characteristic: they use AI and low-code to accelerate delivery, but they do so within a governed architectural framework.
Where Providit Fits: Think. Build. Support.
A platform provides the framework. A partner determines how well it is applied. Since 2015, Providit has helped organisations modernise business-critical applications while maintaining architectural quality, governance and long-term maintainability. With more than 45 specialists and Platinum OutSystems expertise, Providit combines rapid delivery with enterprise-grade engineering discipline.
Think
Before development begins, we focus on architecture, business objectives, governance requirements and integration strategy, ensuring projects solve the right problem before a single component is built.
Build
Using OutSystems, our teams deliver enterprise applications through iterative, agile cycles: customer and supplier portals, internal operational platforms, mobile workforce applications, legacy modernisation, and integration of ERP, CRM and core systems.
Support
Delivery is only the start. Continuous support, coaching, knowledge transfer and lifecycle management ensure applications remain sustainable long after go-live. We also help organisations establish internal Centres of Excellence, so capability grows in-house.
Speed Without Control Is Not Transformation
AI will continue to accelerate software development. The question for Belgian IT leaders is no longer whether to adopt AI-driven delivery, but how to do so without increasing risk. The research is clear that tools alone do not create value; governed delivery models do. Organisations that prioritise architecture, governance and maintainability will gain the benefits of faster delivery while protecting their operational foundation. Those that focus only on speed may discover that today’s acceleration becomes tomorrow’s technical debt.
That is the difference between building faster and building smarter.
Kurt Vandevelde is Managing Partner at Providit, a Platinum OutSystems partner founded in 2015. He advises Belgian enterprises on application modernisation, low-code strategy and governed AI-driven delivery.
Ready to accelerate without losing control?
Talk to our architects about how OutSystems can modernise your application landscape without adding risk. Visit providit.be or contact us to schedule an architecture conversation.
