Every revenue team says it sells on intent. Far fewer can say which signals actually correlate with a closed deal — and which are just noise that makes a dashboard look busy. So we went looking in the data.
Across thousands of closed-won opportunities, a small set of signals showed up again and again before a deal moved. Here's what they are, why they work, and how to weight them.
Why signal quality beats signal quantity
It's tempting to track everything. But a feed that surfaces hundreds of weak events per day trains your team to ignore it. The goal isn't more signals — it's the right signals, scored for intent and ranked against your ideal customer profile.
"The teams that win don't watch more accounts. They watch the right ones at the right moment."
The nine signals that matter
In order of how strongly they predicted a closed deal in our analysis:
- Funding events — fresh capital means new budget and a mandate to spend it.
- Leadership changes — a new VP or C-level often re-evaluates the stack within 90 days.
- Hiring surges — rapid headcount growth signals expansion and new tooling needs.
- Ad-spend shifts — a jump in media budget is one of the cleanest "in-market now" indicators.
- Tech-stack changes — adopting or dropping a tool opens a clear adjacent need.
- Product launches — new offerings create new go-to-market pressure.
- Market expansion — entering a new region or segment reshapes priorities.
- M&A activity — consolidation forces stack decisions fast.
- Web research intent — repeated category research is the closest thing to a raised hand.
How to score them
No single signal should fire an alert on its own. Weight each by how predictive it was for your won deals, then stack them: an account showing two or three strong signals against a high-fit profile is where your team should start the day.
Putting it to work
Start small. Pick the three signals most tied to your last ten closed deals, score them, and route the top accounts to a rep with a short brief. Once that loop is working, layer in the rest.
That's the whole game: less guessing, more reaching the right account while the window is still open.