The open source AI revolution has democratized access to sophisticated language models. However, analysis of 47 enterprise deployments reveals organizations underestimate true costs by 340-580%. This article dissects hidden cost categories including infrastructure (50K-500K initial), personnel (380K annually minimum), and operational overhead (2. 3x initial cost over three years). Break-even occurs only at 50+ million tokens daily.
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Oleh Ivchenko
Odessa National Polytechnic University
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Oleh Ivchenko (Sat,) studied this question.
www.synapsesocial.com/papers/69926575eb1f82dc367a1561 — DOI: https://doi.org/10.5281/zenodo.18644682