Where AI capability stops and organisational reality takes over

The Incomplete Value ChainWhere AI capability stops and organisational reality takes overVinoth KumarMay 01, 2026ShareMost organisations no longer struggle to generate intelligence; they struggle to use it. Over the past few years, the focus has been on building AI capability through better data infrastructure, stronger models, and more accessible tools. That effort has largely paid off. In many environments, producing useful outputs is no longer the primary constraint. Systems can generate answers that are directionally correct, often faster and more consistently than before.What has not kept pace is everything that comes after. When you look at outcomes, the pattern is difficult to ignore. Efficiency improvements appear in pockets, but they rarely accumulate into something material.

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