The One Number That Tells You an AI Agent Is Actually Working

Shipping AI agents requires focusing on the infrastructure surrounding the model rather than the model itself. Agents are most effective for tasks too variable for simple automation but too repetitive for humans, such as customer support triage. Meanwhile, Shanti Infosoft emphasizes that traditional dashboards with green metrics are often misleading. Instead of tracking tokens or response times, teams must identify one critical number that proves the agent is genuinely paying off and delivering real value.