Roundloop

Organizations running many internal agents need a roster of what each service is intended to do, what it cost, which outputs were accepted and where exceptions occurred. Roundloop ingests attributed run and cost evidence, maps agents to owner-approved service roles, records review outcomes and assembles a weekly operations view. The supplied research confirms a mature open observability platform with token and cost tracking and one verified API, while finding no product with a fleet roster, loaded-cost comparison and manager-style review. Telemetry is not the wedge. An agent is not an employee, and a loaded-cost-equivalent is only a scenario based on an explicitly observed human baseline, task comparability, quality and supervision. It cannot be labeled FTE replaced or savings realized. Output-quality scores require task-specific rubrics and human disposition; model self-grades are not truth. Run, generated output, acceptance, correction, downstream execution, business outcome, provider invoice and finance-approved saving remain separate. Views must not become covert employee performance monitoring through the people who own agents. Success is clearer operating cost and review cadence—not proven productivity, headcount reduction or objective quality.

An operations, finance or platform leader managing several internal agents and needing a shared cost, acceptance and exception review.