Business

AI ROI

Definition

The return on investment from an AI initiative, measured as the ratio of net benefit to total investment over a defined period. AI ROI is notoriously hard to quantify upfront but is increasingly demanded by CFOs; it spans hard savings (labour automation), soft gains (decision quality), and risk-adjusted value.

Verwandte Begriffe

AI Business Case

A structured argument for an AI investment that quantifies expected benefits (revenue uplift, cost reduction, risk mitigation), costs (build, run, compliance), risks, and strategic alignment. A robust AI business case is the gateway to executive and board approval.

AI TCO (Total Cost of Ownership)

The comprehensive cost of an AI system over its full lifecycle, including model development, data preparation, infrastructure, licensing, monitoring, compliance, maintenance, and eventual decommissioning. TCO analysis often reveals that inference and compliance costs dwarf initial build costs.

Production AI

AI systems that are live in enterprise environments, processing real transactions and influencing business decisions at scale. Production AI requires robust MLOps practices, monitoring, compliance controls, and SLAs—a significantly higher bar than prototype or pilot systems.

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