AI Implementation Strategy KPIs: Why Success Starts Before the First Model
Your AI pilot did not fail. You just never defined what success looked like. Across industries, AI programs are getting built, funded, and deployed. But why do so many still stall somewhere between proof-of-concept and real business value? In most cases, the flaw lies not in the model’s accuracy,...
AI Isn’t a Product: Rethinking AI Product Strategy to Avoid the Internal Innovation Trap
Many enterprises confuse internal AI tools with strategic innovation. This article examines why AI initiatives must extend beyond internal efficiency to deliver real market impact. It explores product strategy, organisational change, and cultural integration—highlighting what it takes for AI to become a true driver of enterprise value....