Feb 2023
Why Generative AI Projects Fail
Generative AI pilots look impressive in demos but collapse in production. Unclear use cases, data unreadiness, and expectation mismanagement explain most failures.
Etiket
Content on planning, scoping, resourcing and delivering projects successfully — covering both traditional and agile methodologies from an executive perspective.
Generative AI pilots look impressive in demos but collapse in production. Unclear use cases, data unreadiness, and expectation mismanagement explain most failures.
Waiting for the 'right moment' to deliver bad news rarely protects a client relationship — it erodes trust gradually. The anatomy of early, honest communication.
Accountability is not a character trait — it is a system design problem. Why does blame culture thrive even in competent teams, and how do you break it?
A manager who tries to please everyone ends up stopping the project. The real goal of stakeholder management is not consensus — it is creating movement.
Most managers treat reliability as a character issue. That framing is the problem. Reliability is a measurable operational process, and the cumulative cost of small inconsistencies rarely gets calculated.
The meeting ended, everyone nodded. But no one actually said what they thought. The real danger in teams isn't loud disagreement — it's managed silence.
When project managers dismiss empathy as a 'soft skill', they are switching off their earliest warning system. Empathy is not a leadership ornament — it is a leading indicator of stakeholder-driven risk.
True customer focus is widely misunderstood: it means diagnosing what is not said, not simply delivering what is asked.
When every calendar slot is filled, the problem is cultural, not technical. Why the inability to say no becomes the costliest time drain in Turkish business.
A team where everyone agrees is a team that has stopped thinking. Discipline matters, but a culture that suppresses conflict is far more dangerous.
In ERP implementations, the project manager consultant's role as a bridge between business processes, user habits, and management expectations matters more than the software chosen.
Statistical accuracy alone does not guarantee business success. Wrong problem framing, predictions disconnected from action, and shifting conditions can all render a model useless.
The belief that agile cannot apply to defense projects is a myth produced by those who misdefine agility. The real question is how to adapt it correctly.
Agencies must optimise the brief cycle, not the calendar. Why managing creative production with factory-floor scheduling produces mediocre output.
Hiring a data science team does not automatically produce results. Without a well-defined business problem, even the most talented analysts generate analysis that changes nothing.
service continuity creates lasting value only when user behavior, executive ownership, and data quality are handled together. Technology does not create transformation by itself; it only makes the need for transformation more visible. Success is less about the system working and more about the organization learning to work with it.