B2B marketing operations managers who need to prove marketing's contribution to pipeline and revenue use this agent when their single-touch or linear attribution models are misrepresenting which channels and campaigns actually close deals. The agent rationalises multi-touch attribution logic inside HubSpot's reporting suite against CRM deal data.