AI Is Repricing Engineering Work, Not Replacing Engineers

Executive Briefing

• Warns that rising AI spending masks quiet hollowing out of maintenance, QA, and AppSec teams.
• Argues AI reprices engineering labor rather than eliminating it, shifting where value is assigned.
• Highlights growing risk as supply chain security and technical debt roles lose headcount to AI hype.
• Urges engineering leaders to reframe AI's impact as economic repricing, not simple workforce replacement.