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Article . 2026
License: CC BY
Data sources: ZENODO
ZENODO
Article . 2026
License: CC BY
Data sources: Datacite
ZENODO
Article . 2026
License: CC BY
Data sources: Datacite
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The Enterprise AI Landscape — Understanding the Cost-Value Equation

Authors: Ivchenko, Oleh;

The Enterprise AI Landscape — Understanding the Cost-Value Equation

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.

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Keywords

AI economics, machine learning, business value, ROI, AI implementation, enterprise AI, total cost of ownership, cost optimization

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    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Green