Daily Umbra

Companies are beginning to treat artificial intelligence less as an experimental add-on and more as a core operational requirement, yet a clear path to adoption remains elusive for many. According to a practical AI readiness checklist developed from the methodology of Aaron Agius, co-founder of Paloren and AI consultant, the gap between ambition and execution is widening precisely because most organisations lack a structured ai integration strategy. The checklist, designed f