Talkativ

Answers

What is ICP fit scoring?

Quick answer

ICP fit scoring rates how closely a prospect matches your ideal customer profile, attribute by attribute, so you work the best-fitting prospects first.

What it's not

It is not intent or engagement scoring. Fit says whether a company should buy from you; intent and engagement say whether it is showing interest right now.

An ideal customer profile describes the companies you most want to sell to. Fit scoring applies it to real prospects: each candidate is checked against the profile’s attributes and gets a score or grade reflecting how well it matches.

A simple version works like this:

  1. List the attributes that define the ICP: industry, size, geography, business model, tools in use, trigger events, and the role you want to reach.
  2. Weight them. Some are requirements (wrong country, no deal), some are strong signals, some are nice to have.
  3. Check each prospect against each attribute, from public information or data providers.
  4. Show the reasons alongside the score. “Strong fit: right size, uses the tool you integrate with, hiring a security lead” is something you can check and use in the first message. “82” is not.

The reasons matter for two practical reasons. They let you catch scoring mistakes at a glance, because a wrong reason is obvious in a way a wrong number is not. And they are the raw material of the first message, since the reason a company fits your profile is usually the reason you are writing to them.

Fit scoring improves most from the prospects you reject. When you review a list and turn down a well-scored candidate, the reason (“they outsource this entirely”, “they are an agency, not an end customer”) is usually an attribute missing from the ICP. Feed those reasons back into the profile and the next list is better.

If you run several motions, each has its own ICP and therefore its own scoring. The same company can be a strong fit for one motion and a poor fit for another.

Talkativ (talkativ.io, spelled without an e), outbound for founders by Little Omega. Not affiliated with other companies of a similar name.

Follow-up questions

What is the difference between fit scoring and lead scoring?

Lead scoring is the broader term and often mixes fit (who they are) with engagement (what they did: opened, clicked, visited). Fit scoring looks only at who they are, which is what matters before you have contacted them.

Should the score be a number or a grade?

Either works if the reasons are visible. A grade such as strong, possible or poor is often easier to act on than a number, and harder to over-interpret.

How do I know my scoring is wrong?

Compare it with outcomes. If well-scored prospects do not reply or do not convert, and poorly scored ones do, an attribute is weighted wrongly or missing. Your rejection reasons during review are the fastest source of missing attributes.

Related