Today's frame
Public SaaS companies now wait 33 months to recover customer acquisition costs—a metric that separates patient capital from fantasy, and explains why the shift from training-intensive GPU economics to inference-based token pricing isn't just technical housekeeping but existential repositioning.
The infrastructure debate arrives as firms realize their CAC payback assumptions were built for a different cost structure entirely, while emerging voices in strategic finance dissect how AI-native organizations achieve efficiency not through automation alone but by collapsing communication layers that once justified middle management. The benchmark on organizational efficiency reveals productivity gains that make 33-month payback windows look quaint by comparison. Watch whether inference economics compress CAC faster than distribution costs can rise.
