Why Your AI Paradigm Choice Could Cost 100x More Than You Think

Industry leaders are conflating three fundamentally different AI paradigms—Generative AI, AI agents, and Agentic AI—resulting in costly architecture mistakes that inflate budgets from $500 to $50,000 monthly. In reality, approximately 70% of production AI features require only well-engineered prompts and retrieval systems, not complex agent orchestration. Misclassifying which paradigm you need can transform a one-week implementation into a quarter-long resource drain.