Show HN: Champ – The AI agent that knows everything about your competitors

by maximedupreon 11/30/2025, 11:01 AMwith 1 comments

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.

by maximedupreon 11/30/2025, 1:14 PM

Now ChampSignal is gathering just a much data on YOUR business than it is on your competitors.

This allows the Champ AI agent to give fascinating insights.

Champ starts accumulating data from day 1 and gets better over time at knowing everything about your competitive landscape.