Adri Leite writes about the real-world impact of AI tools on security, operations and trust, drawing on hands-on experience inside a cybersecurity company. Their work explores what happens when organizations rely heavily on specific AI platforms, then need to migrate, govern or audit them.

Through detailed case studies and practical reflection, Adri highlights hidden risks such as data loss, fragmented support, and the difficulty of managing prompts, workflows and tools created by staff. Readers interested in secure AI adoption, vendor lock-in, and the operational side of generative AI will find concrete lessons and questions to bring back to their own teams.