Enterprise AI Success: Definition Before Development

Most enterprise AI initiatives stumble not because of poor models, but because teams skip the critical step of defining what success actually looks like. Without clear business outcomes first, even production-ready ML systems deliver no value. Full article: https://davidohnstad.net/enterprise-ai-success-definition-before-development/

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-02
DOI
https://doi.org/10.5281/zenodo.23892802
Primary Topic
Artificial Intelligence Applications
Type
article
Field-Weighted Citation Impact
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article

Enterprise AI Success: Definition Before Development

David Ohnstad
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Zenodo (CERN European Organization for Nuclear Research)
Artificial Intelligence Applications
article

Enterprise AI Success: Definition Before Development

David Ohnstad
article en

Abstract

Most enterprise AI initiatives stumble not because of poor models, but because teams skip the critical step of defining what success actually looks like. Without clear business outcomes first, even production-ready ML systems deliver no value. Full article: https://davidohnstad.net/enterprise-ai-success-definition-before-development/

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 17%
Artificial Intelligence Applications
DOIOpen Access PDFOpenAlex
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Enterprise AI Success: Definition Before Development — David Ohnstad · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS