Quantiviq Research · 02
Economics & Business Value
From productivity proof to P&L proof
Measurement, attribution and the real cost structure of enterprise AI — how value is created, tracked and defended.
Economics & Business ValueMeasuring AI Value Beyond Productivity80% of employees report AI productivity gains; only about 6% of companies see significant financial gains. Here is the seven-layer framework that closes the gap.Economics & Business ValueBuilding an AI Transformation Value LedgerA value ledger gives every AI mission a baseline, a counterfactual, and benefit and cost bookings graded by attribution confidence, so AI ROI becomes an auditable balance a CFO can defend.Economics & Business ValueThe Real Cost of Enterprise AI AgentsLicense and token prices are the smallest lines in an agent's true cost stack. The eight-class cost model — and the budgeting discipline that keeps agentic programs from the mid-year cliff.Economics & Business ValuePrioritizing High-Value AI MissionsA five-axis scoring method (opportunity, feasibility, readiness, risk, payback) with explicit numeric gates, and the portfolio rule that funds 3-5 concurrent missions with kill criteria instead of pilot sprawl.