Routing unqualified raw leads directly to sales representatives burns valuable developer and account executive hours. Quantitative lead scoring models separate window-shoppers from high-velocity sales opportunities.
1. Multi-Dimensional Scoring Matrix
| Scoring Dimension | Data Signal | Assigned Weight | Qualification Threshold |
|---|---|---|---|
| Firmographic Fit | Annual Revenue > $5M, Employee Count 25–250 | +30 Points | Mandatory ICP baseline |
| High-Intent Behavior | Pricing page visit > 90s, API docs downloaded | +25 Points | Triggers immediate Slack alert |
| Role Seniority | VP, Director, C-Level Decision Maker | +20 Points | Bypasses junior SDR queue |
| Negative Decay | Inactivity > 45 days, personal free webmail | -15 Points | Downgrades to automated nurture |