Question
Lead scoring ranks people and accounts before there is a deal, mostly on fit and early engagement. Deal scoring ranks open opportunities on what the buyer has done since. Different signals, different consumers, different decisions.
A lead score answers whether this is worth a rep time. It is a routing and prioritization decision made before any relationship exists.
A deal score answers whether an opportunity already in flight is going to close. Fit barely matters by then, because you already decided it was worth opening.
Lead scoring leans on firmographics, technographics and early engagement.
Deal scoring leans on buying process events, stakeholder count, reply behavior and time in stage. Firmographics are close to noise at that point.
Fit signals stay constant through a deal, so a combined model keeps rewarding a deal for being a good account long after that stopped being the question.
That is how a dying deal at a perfect ICP account keeps scoring well.
Keep the lead score for routing. Use a separate deal score for pipeline. Kaypo does the second, taking fit as one input among several with the weight yours to set, so it never dominates a live deal.
Questions
Lead scoring ranks prospects before a deal exists, mostly on fit and early engagement. Deal scoring ranks open opportunities on what the buyer has done since, where fit matters much less.
It usually serves neither. Fit signals stay constant through a deal, so a combined model keeps rewarding a dying deal for being at a good account.
It arrives in Slack
Every morning, each rep gets one message naming the deals on their own book that moved overnight, biggest mover first, with the reason beside each number and the deals that have gone quiet underneath.
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Related reading
Most lead scoring models are built once from intuition and abandoned within two quarters. How to build one from your own outcomes instead.
The three ways to score deals in a CRM, what each costs in time and money, and why most home built scoring models stop being maintained within a quarter.
Most deal scores cannot be opened or adjusted. Why that matters the first time one is wrong about your business, and what an editable model gives you instead.
Top down division of a board number produces quotas nobody believes. The bottom up version and how to reconcile the two.
Reviewed September 20, 2026 against the product as it behaves today.