I run ChampSignal (competitor monitoring). Users kept saying: "I have all this data, now what?" So I built Champ: an AI agent that sits on top of the tracked data and lets you ask questions.

"Summarize what [competitor] did this month." "Create a battlecard vs [competitor]." "What's the sentiment on Reddit?" So instead of digging through dashboards, you just ask :)

The hard part was grounding responses in time-sensitive data. We chunk signals by date and competitor so Champ cites actual tracked events.

Curious how others have made historical data conversational.