Topic: economics

Why Every AI Feature Needs Its Own P&L

84% of companies report AI cutting gross margins by 6+ points. Learn how feature-level cost attribution reveals the true P&L of every AI feature in your product.

Foundation Models vs. Vertical Fine-Tuning

Harvey built $195M ARR by fine-tuning on legal data. Learn when vertical fine-tuning beats foundation APIs and what billing infrastructure each approach requires.

AI Token Deflation and the Bill Shock Paradox

Token costs fell 99.6% in two years yet total AI bills are up 30–50% YoY. Learn why reasoning tokens, context inflation, and new use cases consume all the savings.