Cost-Effective AI: The Hidden Costs of Free Open Source AI — What Nobody Tells You
Abstract
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.
Fields of Study & Subjects
Artificial Intelligence Applications
Cloud Computing and Resource Management
Topic Modeling
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 14 February 2026
- Language
- EN
- Document type
- Preprint