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Why Most ML Models Never Reach Production

Year: 2026

Type: article

Abstract: Enterprises pour billions into artificial intelligence, yet half of the models never see a real user. Discover why machine learning projects stall before deployment and how product teams can bridge the gap between complex data artifacts and the actual decisions users need to drive real business value. Full article: https://davidohnstad.net/why-most-ml-models-never-reach-production/

Source: Zenodo (CERN European Organization for Nuclear Research)

DOI: 10.5281/zenodo.23589824

Author: Ohnstad, David

Language: English

Topic: Artificial Intelligence Applications

Subfield: Artificial Intelligence

Field: Computer Science

Domain: Physical Sciences

Open Access status: green

OpenAlex ID: W7223359335

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