
AI companies can't afford to treat their training workforce as an afterthought. This post breaks down why gig-based annotation models fall short for modern AI development — and how W-2 contract employment protects your IP, reduces data risk, and builds the kind of committed, high-quality workforce your models actually need.

Why are AI companies increasingly using task-based W2 employment models? AI companies depend on a massive volume of specialized labor, especially when it comes to language training, data annotation, content moderation, and reinforcement learning.