​Why AI Maturity Is A Question Of Accountability, Not Algorithms

Innovation​Why AI Maturity Is A Question Of Accountability, Not AlgorithmsByImran Aftab,Forbes Councils Member.for Forbes Technology CouncilCOUNCIL POSTExpertise from Forbes Councils members, operated under license. Opinions expressed are those of the author. | Membership (fee-based)May 08, 2026, 10:00am EDTImran Aftab, CEO and Co-founder, 10Pearls—driving AI innovation and creating meaningful opportunities that make an impact. gettyAt this point, AI is almost universally viewed as a "must-have" across organizations. Yet most AI projects are stuck in pilot mode. It’s not about how sophisticated the AI technology is, but about the foundations on which it's implemented. And those foundations need a clear strategy built on governance, orchestration and leadership alignment.​No AI strategy will succeed without full leadership buy-in. This is as valuable as the back-end engineer and IT teams. AI readiness and maturity are directly tied to leadership. In fact, only 5% of companies are achieving AI value at scale. Sixty percent are achieving little to no value, and 35% are somewhere in between. Most AI transformation strategies fail because they focus on transferring knowledge instead of installing capabilities and driving behavior change.AI education needs a rewrite that makes it structured, maturity-led and systematic, connecting strategy, responsible governance and execution. And that AI education rewrite starts at the top.The Perilous AI Scaling GapAI adoption flounders when leaders lack clear strategies, KPI-mapped priorities, defined governance and accountability guardrails, insight into validated use-cases and confident decision-making. These are the guiding principles for an AI strategy that moves from piloting to successful scaling. Too often, organizations rush into AI deployment, expecting to jump from exploration to successfully embedded systems that drive business.​But they’re skipping a whole line of vital steps needed for a measured, strategic...