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Lead Scoring: Prioritize Leads That Actually Buy

Build a lead scoring system to focus sales on your best prospects. Score leads based on fit and behavior.

John V. Akgul
February 17, 2025
Updated January 10, 2026
10 min read

Not all leads are equal. Lead scoring helps you focus on leads most likely to buy.

What Is Lead Scoring?

Assigning numerical values to leads based on characteristics and behaviors that indicate likelihood to purchase.

Why Score Leads?

  • Focus sales time on best prospects
  • Improve sales and marketing alignment
  • Increase conversion rates
  • Shorten sales cycles
  • Better forecast pipeline

Lead Scoring Models

1. Demographic Scoring (Fit)

Score based on who they are:

| Factor | Points |

|--------|--------|

| Company size 50-200 | +10 |

| Company size 200+ | +20 |

| C-level title | +20 |

| Manager title | +10 |

| Target industry | +15 |

| Target geography | +10 |

2. Behavioral Scoring (Interest)

Score based on what they do:

| Action | Points |

|--------|--------|

| Visit pricing page | +15 |

| Download case study | +10 |

| Attend webinar | +15 |

| Request demo | +25 |

| Open 3+ emails | +5 |

| Visit 5+ pages | +10 |

3. Negative Scoring

Subtract for disqualifying factors:

| Factor | Points |

|--------|--------|

| Competitor email domain | -50 |

| Student email | -30 |

| Unsubscribed from email | -20 |

| Inactive 60+ days | -15 |

| Wrong industry | -20 |

Building Your Scoring Model

Step 1: Analyze Past Wins

Look at converted customers:

  • What characteristics did they share?
  • What content did they consume?
  • How did they engage?

Step 2: Define MQL Threshold

Typically 50-100 points indicates marketing qualified.

Step 3: Start Simple

Begin with 5-10 criteria. Add complexity later.

Step 4: Align Sales and Marketing

Both teams must agree on definitions and thresholds.

Step 5: Test and Refine

Review monthly:

  • Are MQLs converting?
  • What scores do closers have?
  • Adjust weights as needed

Lead Score Categories

| Score | Category | Action |

|-------|----------|--------|

| 0-25 | Cold | Continue nurturing |

| 26-50 | Warm | Increase engagement |

| 51-75 | MQL | Pass to sales |

| 76+ | Hot | Immediate follow-up |

Lead Scoring Tools

CRM with Built-In:

  • HubSpot
  • Salesforce
  • Marketo
  • Pardot

Standalone:

  • Madkudu
  • Infer
  • Lattice

Common Scoring Mistakes

  • Too complex - Start simple
  • Not updating - Models decay
  • Ignoring negative - Must disqualify
  • No alignment - Sales rejects MQLs
  • Set and forget - Review regularly

Advanced: Predictive Scoring

AI-based scoring using:

  • Historical conversion data
  • Pattern recognition
  • Real-time signals
  • Third-party data

More accurate but requires more data.

See our Lead Generation guide for full strategy.

Get lead scoring help.

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Related: Lead Generation Guide | B2B Lead Generation

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