AI Made Your Team More Productive — Layoffs Should Not Be the Default Response

As AI tools speed up engineering and implementation work, some companies are using the efficiency gains as justification for reducing headcount rather than expanding output. Critics argue this overlooks a key reality: most teams still have a backlog of valuable, unfinished work that faster employees could now address. A 2023 NBER study found AI assistance raised customer support productivity by roughly 14%, with the largest gains among less experienced workers. Meanwhile, research from a P&G experiment suggested AI-assisted individuals could match the output of full teams on certain innovation tasks. The core argument is that measurable payroll savings should not automatically take priority over harder-to-quantify growth opportunities that a retained, AI-augmented team could deliver.