Category: AI Economics

AI Economics: Data Acquisition Costs and Strategies — The First Economic Gatekeeper of Enterprise AI Author: Oleh Ivchenko Lead Engineer, Capgemini Engineering | PhD Researcher, ONPU Series: Economics of Enterprise AI — Article 11 of 65 Date: February 2026 DOI: 10.5281/zenodo.18623221 | Zenodo Archive Data acquisition represents the foundational economic challenge of enterprise AI, often…

AI Economics: Open Source vs Commercial AI — The Strategic Economics of Build Freedom Author: Oleh Ivchenko Lead Engineer, Capgemini Engineering | PhD Researcher, ONPU Series: Economics of Enterprise AI — Article 10 of 65 Date: February 2026 DOI: 10.5281/zenodo.18622040 | Zenodo Archive The choice between open source and commercial AI solutions represents one of…

AI Economics: Vendor Lock-in Economics — The Hidden Cost of AI Platform Dependency Author: Oleh Ivchenko Lead Engineer, Capgemini Engineering | PhD Researcher, ONPU Series: Economics of Enterprise AI — Article 9 of 65 Date: February 2026 DOI: 10.5281/zenodo.18620726 | Zenodo Archive Vendor lock-in represents one of the most underestimated economic risks in enterprise AI…

AI Economics: AI Talent Economics — Build vs Buy vs Partner Author: Oleh Ivchenko Lead Engineer, Capgemini Engineering | PhD Researcher, ONPU Series: Economics of Enterprise AI — Article 8 of 65 Date: February 2026 DOI: 10.5281/zenodo.18619213 | Zenodo Archive With global demand for AI practitioners outpacing supply by 3:1, organizations face a critical strategic…

AI Economics: Hidden Costs of AI Implementation — The Expenses Organizations Discover Too Late Author: Oleh Ivchenko Lead Engineer, Capgemini Engineering | PhD Researcher, Odessa Polytechnic National University Series: Economics of Enterprise AI — Article 7 of 65 Date: February 2026 DOI: 10.5281/zenodo.18617979 | Zenodo Archive Enterprise AI implementations routinely exceed initial budgets by 40-75%…

AI Economics: ROI Calculation Methodologies for Enterprise AI — From Traditional Metrics to AI-Specific Frameworks Author: Oleh Ivchenko Lead Engineer, Capgemini Engineering | PhD Researcher, Odessa Polytechnic National University Series: Economics of Enterprise AI — Article 6 of 65 Date: February 2026 DOI: 10.5281/zenodo.18617078 | Zenodo Archive Conventional ROI approaches systematically underestimate AI value by…

AI Economics: Total Cost of Ownership Models for Enterprise AI — A Practitioner’s Framework Author: Oleh Ivchenko Lead Engineer, Capgemini Engineering | PhD Researcher, Odessa Polytechnic National University Series: Economics of Enterprise AI — Article 5 of 65 Date: February 2026 DOI: 10.5281/zenodo.18616503 | Zenodo Archive Initial development costs typically represent only 15-25% of five-year…

AI Economics: Economic Framework for AI Investment Decisions Author: Oleh Ivchenko Lead Engineer, Capgemini Engineering | PhD Researcher, ONPU Series: Economics of Enterprise AI — Article 4 of 65 Date: February 2026 DOI: 10.5281/zenodo.18616115 | Zenodo Archive Economic framework architecture for AI investment decisions integrating risk assessment, real options, and portfolio optimization Abstract Enterprise artificial…