Rising infrastructure costs are forcing firms to prove the actual ROI of deployed AI features. Practitioners on Lobste.rs report a gap between shipping tools and measuring daily work impact. Most organizations lack a standardized metric for productivity. This highlights a broader industry struggle to move beyond anecdotal success toward concrete financial accounting.