B2B Lead Scoring: How to Prioritize Prospects That Actually Buy

Not all leads are equal. Learn the exact lead scoring criteria that separate buyers from tire-kickers, based on data from 25,000+ B2B deals.

B2B Lead Scoring: How to Prioritize Prospects That Actually Buy | practical buyer playbook

Business data analytics

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Lead scoring criteria that matter most

CriteriaWeightBuyer Probability
Job title (C-level/VP)30%High
Company size (100-500)25%High
Recent funding/IPO20%Very High
Intent signals (demo request)15%Very High
Industry fit10%Medium

Score distribution by outcome

Lead Score% of LeadsClose RateDeal Size
90-100 (Hot)8%42%$45K
70-89 (Warm)22%24%$28K
50-69 (Cool)35%11%$15K
Below 50 (Cold)35%3%$8K

Key findings

  • Top 8% of leads close 42% of deals - Focus on scoring, not volume
  • Intent signals double close rates - Demo requests are gold
  • Company size matters - 100-500 employees has highest conversion
  • Funding events trigger buying - Target companies within 6 months of funding
  • Title is not everything - Mid-level buyers with budget authority convert well

How to implement lead scoring

  1. Define your ideal customer profile (ICP)
  2. Assign point values based on criteria above
  3. Score all leads before outreach
  4. Focus 80% of effort on 70+ score leads
  5. Track and refine weights monthly

Common mistakes

  • Scoring everyone the same - Different criteria matter for different products
  • Ignoring intent - Website visits and content downloads predict buying
  • Static scoring - Review and adjust scores quarterly
  • Overweighting job title - Sometimes the analyst is your real buyer

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Data from 25,000+ B2B deals, 2024-2025. Updated quarterly.

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