AI's Next KPI Isn't Token Price. It's Cost Per Successful Task

Apple is cutting the cost of where inference happens, Anthropic is cutting the cost of running its models, and Snorkel AI shows money flowing into the data and evaluation layer that reduces failed attempts. All three point to one shift: AI competition is moving from bigger models to cheaper successful outcomes.

TechSeptember 28, 2026