Foundation, Intelligence, Execution, Optimisation — four layers with one sequence. Watch the series, then find your weakest layer with the three-minute diagnostic.
Find your weakest layer Watch the seriesBuilding the top layer first is the usual reason AI programmes plateau. This video walks through the four layers, why their sequence matters, and the organisational pressure that pushes teams to skip ahead.
AI strategyData governanceExecutive leadershipA $40M ARR software company had 28% duplicate account records — and a pipeline that was $3.2M too big. After deduplication, forecast accuracy moved from 67% to 84%. The figures are the author's reported results from the book's worked example.
Data qualityRevenue operationsForecastingNinety days to a working version of all four layers — built in sequence, each layer gated on the one below it. And what you do in months four through eighteen decides whether it becomes a system or a snapshot.
AI roadmapImplementationProgramme managementThe three-minute diagnostic shows where to start — before budget and timeline get committed in the wrong order.
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