AI Agents in Production: Where the Returns Actually Show Up Most companies testing AI agents still run them in pilots or behind human review loops. The ones seeing measurable returns treat agents as narrow, instrumented components inside existing workflows rather than standalone decision-makers. Deployment patterns that work focus on clear task boundaries, explicit cost controls, and fallback...