Question

Lead scoring and deal scoring answer different questions.

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.

Different questions.

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.

Different signals.

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.

Why one model for both fails.

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.

Running both.

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

What is the difference between lead scoring and deal scoring?

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.

Can you use one model for both?

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

Building a lead score that survives contact with reality

Most lead scoring models are built once from intuition and abandoned within two quarters. How to build one from your own outcomes instead.

How to score deals in Salesforce or HubSpot

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.

Can you change how your deal score is calculated

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.

Setting a quota from your own numbers

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.

Lead scoring against deal scoring | Kaypo