Why Most AI Pilots Fail at Scale

Only 23% of C-suite leaders report achieving sustained, enterprise-wide AI impact, according to Accenture research. Pilots succeed partly because they are insulated from normal organizational pressures, making them poor predictors of production performance. Accenture also found 42% of organizations lack a single owner for AI costs and outcomes. Anthropica and Accenture have released a practical blueprint to help CIOs move AI from pilot to production. It covers seven chronological considerations, a four-part job definition framework, a total cost of ownership model, and a four-tier human oversight structure matched to output risk levels.