Frontline Investigation

Aug 6, 2026 · Industry Insights

Why Cheaper LLMs Make Industry AI Projects Harder to Cost

This article analyzes why industry AI projects become harder to cost as model prices drop, identifying four hidden cost categories—context preparation, continuous evaluation, exception handling, and accountability—and argues that sustainable AI systems require shifting focus from per-call pricing to the cost of an acceptable business outcome.