Enterprise Software Faces AI-Driven Disruption as Development Productivity Gains Fail to Materialize
This ERP Today article explores how AI-driven disruption is reshaping enterprise software development, particularly as expected productivity gains prove uneven. It offers perspective on aligning AI investments with measurable outcomes. Connect with MALA Technology Advisorsto explore practical approaches to AI-enabled enterprise software strategy.
How is AI reshaping the enterprise software and ERP market by 2026?
By 2026, AI is expected to reshape how enterprise software is developed, sold, and valued, with several concrete market shifts:
- Surge in M&A activity: Mid-market enterprise software vendors will face consolidation pressure, with merger and acquisition activity projected to increase 30–40% year over year, reaching about $600 billion in 2026.
- Vendor landscape changes: Many mid-sized ERP and enterprise software providers may be acquired or merged, altering existing vendor relationships and long-term roadmaps.
- Shift in value drivers: The focus will move from pure engineering capacity to product strategy, governance, and trust infrastructure as key differentiators.
For ERP and enterprise technology leaders, this means:
- Expect more vendor consolidation and potential changes in ownership or product direction.
- Build flexibility into contracts and roadmaps to accommodate vendor transitions.
- Evaluate vendors not just on features, but on their ability to manage AI responsibly, govern data, and maintain strategic clarity in their product portfolios.
Why aren’t AI productivity gains in development turning into real business value?
AI is delivering measurable productivity gains in software development, but those gains are not automatically translating into strategic business value.
Key data points from the research:
- 20–30% productivity gains from AI-accelerated coding tools across software development.
- Up to 50% productivity improvement specifically in the build and test stages of the lifecycle.
However, organizations are struggling because:
- The bottleneck has moved from engineering capacity to product strategy and planning.
- Teams can build more, faster, but often lack clarity on which features actually create competitive advantage.
- Roadmaps become harder to manage as development speed increases without a matching upgrade in strategic decision-making.
Implications for ERP and enterprise software leaders:
- Prioritize product strategy maturity: When evaluating vendors, look for clear frameworks for prioritizing development investments, not just claims of AI-enhanced coding speed.
- Rebalance skills: Expect product management roles to become less about technical detail and more about business strategy, launch planning, and value realization.
- Align AI initiatives with business outcomes: Tie AI-enabled development work to specific business metrics (e.g., margin, cycle time, customer retention) rather than feature counts.
In short, AI is making it easier to build software; the new challenge is deciding what to build and why.
What new governance and trust requirements come with AI and conversational ERP interfaces?
The move from dashboards to conversational, natural language interfaces in ERP and enterprise software is forcing organizations to rethink governance and trust.
Several trends stand out:
- Governance gaps are costly: Around 95% of AI pilots fail due to governance and trust issues, and trust deficits are adding about $670,000 per security incident.
- Budget shift to trust: By 2027, global systems integrators (GSIs) and transformation leaders are advised to allocate 20–30% of AI program budgets to trust capabilities (identity, privacy, audit).
- Access control must be redesigned: Conversational AI needs to understand not only what users ask, but also what they are allowed to see, which requires new permission and data governance models.
For ERP and enterprise software programs, this means:
- Rebuilding permission frameworks: Traditional role-based access designed for static dashboards must be adapted for free-form AI queries.
- Earlier involvement of governance and security teams: They need to be engaged from the start of ERP and AI deployments, not just at go-live.
- Role disruption: Conversational AI reduces the need for manual data manipulation and report-building, impacting business analyst and BI roles.
- New buyer profile: Purchasing decisions will shift from IT-centric evaluations to functional leaders who directly use conversational interfaces, changing procurement criteria.
When assessing ERP vendors, look for:
- Trust-native platforms with verifiable credentials, audit trails, and privacy-enhancing technologies.
- Clear evidence that trust and governance are treated as core product capabilities, not just compliance checkboxes.
Organizations that invest early in trust infrastructure and governance will be better positioned to scale AI and conversational ERP safely and effectively.
.jpg)
Enterprise Software Faces AI-Driven Disruption as Development Productivity Gains Fail to Materialize
published by MALA Technology Advisors
MALA Technology Advisors is a leading technology advisory service committed to empowering businesses with strategic guidance and innovative solutions to navigate the complex landscape of modern technology. With a focus on delivering tailored recommendations and actionable insights, we help organizations leverage technology to drive growth, streamline operations, and achieve their business objectives.
Mission:
At MALA Technology Advisors, our mission is to be the trusted partner for businesses seeking expert guidance in harnessing the power of technology. We are dedicated to providing unparalleled advisory services that empower our clients to make informed decisions, adapt to technological advancements, and thrive in an ever-evolving digital environment.
Services:
-
Strategic Technology Consulting: Our experienced consultants work closely with clients to develop comprehensive technology strategies aligned with their business goals. From digital transformation initiatives to IT infrastructure optimization, we provide strategic guidance to drive long-term success.
-
Technology Assessment and Roadmapping: We conduct thorough assessments of existing technology frameworks and capabilities to identify strengths, weaknesses, and opportunities for improvement. Based on our findings, we collaborate with clients to develop customized roadmaps that prioritize investments and initiatives for maximum impact.
-
Digital Innovation and Transformation: MALA Technology Advisors helps organizations embrace digital innovation and transformation to stay ahead in today's competitive marketplace. From implementing cutting-edge technologies such as artificial intelligence and blockchain to optimizing processes for enhanced efficiency, we enable businesses to thrive in the digital age.
-
Cybersecurity and Risk Management: With the increasing threat of cyber attacks and data breaches, safeguarding sensitive information is more critical than ever. Our cybersecurity experts provide comprehensive risk assessments, security audits, and proactive measures to protect against potential threats and ensure regulatory compliance.
-
Vendor Selection and Management: Choosing the right technology vendors can significantly impact the success of IT initiatives. We assist clients in evaluating vendor options, negotiating contracts, and managing vendor relationships to optimize value and mitigate risks.
Why Choose MALA Technology Advisors:
-
Expertise: Our team comprises seasoned professionals with diverse expertise across various industries and technology domains, ensuring that clients receive informed guidance tailored to their specific needs.
-
Client-Centric Approach: We prioritize client satisfaction and collaboration, working closely with each client to understand their unique challenges, goals, and priorities.
-
Innovation: MALA Technology Advisors stays abreast of the latest technological trends and innovations, enabling us to provide forward-thinking recommendations that drive competitive advantage.
-
Proven Track Record: With a track record of successful engagements and satisfied clients, MALA Technology Advisors has established itself as a trusted partner for technology advisory services.
In an era defined by rapid technological advancement and digital disruption, MALA Technology Advisors stands ready to empower businesses with the insights and expertise needed to thrive in the digital age.
Sign in with LinkedIn