Personal agent orchestrators are useful, but organizations need shared infrastructure for dispatching, coordinating, observing, budgeting, and validating agentic work. The central product is not a better chat interface. It is a project-management-integrated system that helps parallel agents discover dependencies, sequence reviewable artifacts, and present humans with the highest-value decisions in a focused workflow.
Software project estimation usually asks a practical question: how much work remains before a defined completion state is reached? Agentic workflows can improve the answer by making estimation assumptions explicit, attaching size estimates to trackable work units, projecting those estimates into calendar dates, and feeding delivery outcomes back into future estimation guidance. The central opportunity is not that agents can guess better than people. It is that agents can help make estimation more repeatable, inspectable, reviewable, and correctable in large organizations with complex requirements, legacy systems, and cross-team dependencies.