95 percent of AI pilots fail because they are planned without clear business anchors, ownership, and organizational change — not due to technical deficits.
Security programs fail not due to missing tools, but due to inconsistent implementations and overlooked systems that provide attackers with targeted entry points.
The quality of local open-source LLMs depends less on the model itself than on code quality, error handling, and API integration surrounding the model request.
Zero-Trust failures result from missing strategic planning, vendor marketing overselling, and misunderstanding that Zero Trust is an organizational mindset and strategy rather than a product.
