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ICP (Ideal Customer Profile) Scoring uses AI to evaluate how well leads match your target customer, helping sales teams prioritize their efforts.

Defining Your ICP

ICP scoring evaluates leads against criteria you define. Here’s how the scoring works:

Criteria Categories

Company Criteria

CriterionExample ValuesWeight
IndustryManufacturing, Construction25%
Company Size100-1000 employees20%
Revenue$10M-500M15%
LocationUnited States, Canada10%

Role Criteria

CriterionExample ValuesWeight
Title KeywordsVP, Director, Manager15%
DepartmentOperations, Procurement10%
SeniorityExecutive, Director10%

Intent Signals

SignalPoints
Requested pricing+10
Asked about timeline+10
Mentioned budget+15
Requested meeting+20
Mentioned competitor+5

Weighting

Criteria are weighted to reflect importance. Assign a percentage weight to each criterion (e.g., Industry 25%, Company Size 20%, Revenue 15%) so the total reflects your priorities. Intent signals can add bonus points on top of the base score.

Score Calculation

Scoring Formula

Your lead’s score is calculated by evaluating how well they match each criterion, weighted by importance, on a 0-100 scale.

Example Calculation

CriterionMatchWeightPoints
Industry: Manufacturing✓ 100%25%25
Size: 500 employees✓ 100%20%20
Revenue: $50M✓ 100%15%15
Location: USA✓ 100%10%10
Title: VP✓ 100%15%15
Department: Operations✓ 100%10%10
Intent Bonus+15-+15
Total110 → 100 (capped)

Score Tiers

ScoreTierAction
80-100🟢 Highly QualifiedFast-track to sales
60-79🟡 QualifiedStandard follow-up
40-59🟠 Needs NurturingMarketing sequence
0-39🔴 Not a FitLow priority

Intent Analysis

Conversation Analysis

AI analyzes conversation content for buying signals such as urgency (“need this week”, “urgent”), budget confirmation (“budget approved”), decision-making authority (“I decide”), timeline mentions (“this quarter”, “next month”), and competitive evaluation (“comparing options”).

Signal Scoring

Signal TypePointsExample
BANT - Budget+15”We have $100K budgeted”
BANT - Authority+15”I make these decisions”
BANT - Need+10”We need to replace our current supplier”
BANT - Timeline+10”Looking to purchase this quarter”
Competitor Mention+5”We’re also talking to XYZ Corp”

Automatic Scoring

Trigger Points

Scoring runs automatically:
  1. On Lead Capture: Initial score from conversation
  2. After Enrichment: Updated with company data
  3. On Updates: Recalculate when data changes

Score History

Track score changes over time:
Lead: John Smith (Acme Corp)
─────────────────────────────
Feb 1: Created          Score: 45
Feb 1: Enriched         Score: 72 (+27)
Feb 3: Follow-up call   Score: 85 (+13)

Using Scores

Lead Prioritization

Sort and filter leads by score:
  1. Go to Leads
  2. Sort by ICP Score (descending)
  3. Focus on highest scores first

Automated Routing

Set up rules to automatically route leads: scores 80+ go directly to sales, 60-79 enter a nurture sequence, and below 60 go to marketing.

CRM Integration

Your ICP scores can be automatically synced to your CRM as a custom field.

Customizing Scoring

Industry-Specific ICP

You can create multiple ICP profiles for different market segments (e.g., “Enterprise Manufacturing” and “Mid-Market Construction”), each with its own criteria and weights.

Negative Signals

Reduce scores for disqualifying factors:
FactorPoints
Personal email domain-10
Company size < 10-20
Student/Intern title-15
Wrong industry-25

Troubleshooting

  • Review weight distribution
  • Check criterion definitions
  • Adjust thresholds based on closed deals
  • Review conversation transcripts
  • Add more signal keywords
  • Check language variations
  • Verify enrichment completed
  • Check scoring triggers
  • Manual recalculate if needed

Best Practices

Calibrate Regularly

Review scored leads monthly against actual outcomes. Adjust weights based on which criteria best predict conversions.

Start Simple

Begin with 5-7 key criteria, then refine:
  1. Industry
  2. Company size
  3. Title level
  4. Intent signals

Use Data

Analyze won/lost deals to identify patterns:
  • What did won deals have in common?
  • What disqualified lost deals?
  • Adjust ICP accordingly

Next Steps

CRM Sync

Push scores to CRM

Lead Capture

Capture configuration

Analytics

Score analytics

Integrations

CRM integration