ai-purpose-driven-questions

Read [runtime](../../content/RUNTIME.md) and [advisory rules](../../content/policies/advisory.md) before applying this skill. Other Foreman layers and the catalog are in `../../content/`, relative to this SKILL.md. # AI Purpose-Driven Questions Most leaders ask the wrong first question about AI. They ask "Which AI tool should we use?" or "What can AI do for us?" -- questions that position technology as the starting point and the organisation as the beneficiary of whatever the algorithms happen to produce. Garry Kasparov, the chess grandmaster who lost to IBM's Deep Blue in 1997, offers a sharper frame. "Machines don't have understanding," he told a TechCrunch audience. "They don't have a purpose." Neither, it turns out, do most AI deployments. A large telecom company deployed AI to predict customer churn, then bombarded at-risk customers with advertising. Many left anyway. The AI had answered the wrong question. It identified who was likely to leave rather than who could be persuaded to stay -- a distinction no algorithm could make without a human defining the purpose of the analysis. The technology worked perfectly. The leadership failed entirely. --- ## The Framework ### Why Purpose Must Precede Technology The second pillar of AI-savvy leadership rests on an uncomfortable observation: most business leaders cannot clearly articulate why their organisation exists. When asked what their company aims to achieve beyond making profits, they produce the same boilerplate val...