Enterprise AI ROI

Enterprise AI ROI is not a prompting problem. It is an organizational and measurement problem. Model API costs are 10 to 20 percent of what AI actually costs to deploy; the remaining 80 percent is infrastructure, integration, evaluation, and maintenance that most budgets silently exclude. Teams that measure AI on usage or cost avoidance wonder why the CFO cannot see the value; teams that measure it on irreversible-decisions-per-quarter build a story the P&L accepts. The papers below are the framework we use with late-stage clients who need to show returns inside a single fiscal year.