What question did this study set out to answer?

Analyze factors contributing to the high failure rates in enterprise AI implementations.

February 14, 2026Open Access

Enterprise AI Risk: The 80-95% Failure Rate Problem — Introduction

Key Points

Analyze factors contributing to the high failure rates in enterprise AI implementations.
Review of economic principles related to AI
Examination of cost structures in AI projects
Identification of risk profiles for AI initiatives
Assessment of strategic frameworks used in AI deployment
Highlights a failure rate of 80-95% in enterprise AI initiatives
Identifies key factors influencing economic viability of AI
Outlines necessary strategic frameworks for effective AI implementation

Abstract

Part of the AI Economics Research Series: Economics of Enterprise AI. Analysis of cost structures, risk profiles, and strategic frameworks for AI implementation. Published on Stabilarity Research Hub.

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Cite This Study

Oleh Ivchenko (Thu,) studied this question.

synapsesocial.com/papers/6990112b2ccff479cfe57acf https://doi.org/https://doi.org/10.5281/zenodo.18616028

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