While AI has demonstrated significant potential for software development, numerous engineering leaders continue to face challenges in identifying optimal approaches for adopting AI-enabled tools that deliver measurable, sustained success. As organizational pressure to embrace AI intensifies, leaders must evaluate the long-term economic benefits of structured AI implementation against the constraints of short-term tactical solutions.
A recent GitLab study revealed that approximately 50% of organizations remain in the assessment and discovery…