Marketing directors and heads of marketing operations use this agent at monthly or quarterly close to reconcile actual marketing spend against budget, attribute spend to campaign performance outcomes in HubSpot, and produce a CFO-ready budget variance report that connects investment to pipeline and revenue outcomes. The agent highlights overspend, underspend, and reallocation opportunities.