: Go-to-Market Data

They are valuable, but they are built around the conversation. They can summarize what a buyer said, identify an objection, and surface a moment from a call. They do not have the full opportunity, account, and contact history. They do not know how the deal moved through the funnel. And they cannot reliably connect qualitative evidence to finance-grade measures such as ARR.

A transcript is evidence. It is not, by itself, win-loss analysis.

QFlow’s Win-Loss Agent connects that evidence to the rest of the go-to-market record. It determines why deals were won or lost, measures how much revenue is attached to each reason, and lets leaders inspect the source material behind every conclusion.