Determining the ROI of AI requires data that most companies lack

Determining the ROI of AI requires data that most companies lack

CFOs demand AI ROI most firms can't measure: provider invoices show only tokens without customer/feature attribution. Profit accounting requires stitching cost, telemetry, and business data. Agentic workflows amplify urgency—multi-step calls scale costs without business context attached, forcing in-app instrumentation before unprofitable workflows become unrecoverable at scale.