AI adoption does not start with models. It starts with infrastructure. Many organizations rush into AI tools expecting instant value, then hit limits around data access, security, performance, or scale. These issues rarely come from AI itself. They come from gaps in technical foundations. The right technical infrastructure makes AI adoption reliab