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The Enterprise AI Landscape — Understanding the Cost-Value Equation

Year: 2026

Type: article

Abstract: Enterprise AI spending reached $154 billion globally in 2025, yet 73% of organizations report difficulty extracting measurable business value from their AI investments. This article establishes the foundational framework for understanding enterprise AI economics, examining the current market structure, cost categories, value measurement methodologies, and the strategic principles that separate successful implementations from expensive failures. Part of the Cost-Effective Enterprise AI 40-article research series.

Source: Zenodo (CERN European Organization for Nuclear Research)

DOI: 10.5281/zenodo.18625627

Author: Ivchenko, Oleh

Institution: Odesа Polytechnic National University

Language: English

Topic: Artificial Intelligence Applications

Subfield: Artificial Intelligence

Field: Computer Science

Domain: Physical Sciences

Open Access status: green

OpenAlex ID: W7128736326

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