ICP Scoring (ICP)

ICP Scoring is the process of quantifying how well a prospect or account matches your Ideal Customer Profile. It’s the difference between guessing who to target and knowing.

Why ICP Scoring Matters

Most teams send to everyone and hope. ICP scoring flips that: you only pursue accounts that earned it.

The impact:

• Reduce wasted outreach by 40-60%
• Increase meeting quality (fewer tire-kickers)
• Make your sales team’s job easier (warm leads, not cold lists)
• Improve email deliverability by staying focused

Related: Signal before scale

How to Build ICP Scoring

1. Start with closed-won deals

Look at your last 20-30 wins. What do they have in common?

• Company size? (headcount, revenue)
• Industry? (vertical-specific problems)
• Growth stage? (Series A, post-IPO, bootstrapped)
• Use case? (what problem does your product solve for them?)
• Buying trigger? (did they fundraise, hire a VP of Sales, migrate off a competitor?)

2. Assign point values

Give each attribute a weight based on how strongly it correlated with wins.

Example:

• Series A-C funded: +30 points
• Tech/SaaS: +20 points
• 50-500 headcount: +25 points
• Hiring mode (last 3 months): +15 points
• Recent funding round: +20 points

3. Set a threshold

Anything above 80 points? Send. Below 50? Skip.

4. Automate (Clay, HubSpot, or a script)

Don’t score manually. Use your CRM or a workflow to assign points as you research.

5. Iterate monthly

Update weights based on results. If high-scoring accounts convert better, keep going. If they ghost you, adjust.

Where ICP Scoring Breaks

• You score everyone equally - if all accounts get the same score, you haven’t really scored anything
• You ignore buying signals - a perfect ICP match without urgency is still a waste of time
• You don’t update weights - markets shift, your product evolves, scoring should too
• You treat scoring as destiny - a low-scored account can still close; scoring is a filter, not a fortune teller

ICP Scoring vs Lead Scoring

• ICP Scoring = is this the right company?
• Lead Scoring = is this the right contact + are they engaged now?

Best practice: do both. Score the account, then find the engaged buyer inside it.

The next level: multi-tier scoring

Some accounts are worth more effort:

• Tier 1 (90+ points): Personalized, multi-touch, executive engagement
• Tier 2 (70-89 points): Standard sequences, direct outreach
• Tier 3 (50-69 points): Automated, ad-only, or low-touch

This is the core of signal-before-scale outbound.

See: Intent fit