Executive Intelligence for AI Transformation
PLAnalysis and intelligence from AI&Scale tagged “ROI”.
7 articles
Scaling AI · Board BriefThis article is part of the pilot-to-production cluster and focuses on measuring ROI before production launch. The diagnosis of production-transition barriers is covered in scaling-pilots-do-not-reach-production.
Scaling AI · Lead AnalysisThis article is part of the pilot-to-production cluster: it diagnoses barriers to production transition. Measuring value before deployment is covered in scaling-ai-roi-before-production, while post-deployment value-lo…
Scaling AI · PlaybookMost organizations do not have an AI idea problem. They have a selection problem: which ideas truly deserve scale investment. When every business unit submits a "strategic" use case, the portfolio inflates and decisio…
AI Strategy · Board BriefIn many organizations, AI is funded like a trend: one budget for rapid pilots, another for licenses, a third for the "platform," and a fourth hidden in operating costs across business teams. After 12 months, the compa…
AI Strategy · PlaybookIn many companies, first AI budgets come from leftovers: some from innovation, some from IT, some from business-function budgets, and some from tool purchases already embedded in existing licenses. That is enough to s…
AI Strategy · PlaybookMost AI programs begin with a list of use cases and fast expectations: lower cost, higher productivity, better customer experience. That is enough to launch pilots. It is not enough for capital allocation. Without an…
AI Strategy · PlaybookMost AI dashboards look impressive and are strategically useless. They show the number of launched pilots, the number of GenAI tool users, prompt volume, or the number of teams "covered by transformation." The problem…