Scoring Rules

Scoring rules are the fundamental building blocks of LeadVibe's lead scoring system. Each rule defines how specific lead behaviors (event types) translate into points that accumulate to create a lead's overall score. Well-crafted scoring rules provide actionable insights about lead engagement and sales readiness.

Understanding Scoring Rules

A scoring rule connects an event type with a point value, creating a direct relationship between lead behavior and score. When a lead performs an action that matches a rule's event type, the specified points are added to (or subtracted from) their total score.

Core Components of Scoring Rules

Each scoring rule consists of several key elements:

Event Type

• The specific action that triggers the rule
• Must match exactly how events are categorized in your system
• New event types are automatically added when used in rules

Point Value (Weight)

• Positive or negative integer representing point value
• Higher values indicate greater significance in scoring
• Can be adjusted to reflect business priorities

Ruleset Association

• Each rule belongs to exactly one ruleset
• Rulesets organize rules into logical collections
• Enables different scoring approaches for different purposes

Active Status

• Controls whether rule is currently influencing scores
• Can be toggled on/off without deleting rules
• Allows for rule testing and refinement

Time Range

• Optional start and end dates for rule activation
• Enables seasonal or campaign-based scoring adjustments
• Provides temporal control over rule effectiveness

Creating Scoring Rules

Getting Started with Rule Templates

For new users or teams launching new scoring models, LeadVibe provides pre-built rule templates that implement proven scoring strategies. Templates are available for:

SaaS Scoring

• Optimized for SaaS companies tracking demo requests, trial signups, and product engagement
• Includes rules for demo requests (+100 points), trial signups (+150 points), pricing page engagement (+75 points), and more
• Rewards high-intent actions like documentation views and case study reading
• Penalizes low-engagement signals like excessive idle time

Product-Led Growth

• Designed for self-serve product signups and feature activation tracking
• Emphasizes product usage milestones like signups (+200 points), feature activation (+100 points), and upgrades (+300 points)
• Tracks collaborative signals like team invitations and integrations
• Includes negative scoring for trial churn and onboarding abandonment

Content Marketing

• Focuses on blog engagement, resource downloads, and educational content
• Rewards content consumption depth (75%+ blog reading, webinar attendance, whitepaper downloads)
• Tracks community engagement through comments and social sharing
• Penalizes unsubscribes to maintain accurate engagement scores

Enterprise ABM (Profile & Account Scoring)

• Targets high-value enterprise prospects by seniority and role
• Scores decision-maker titles (VP, Director, C-Level) at premium weights
• Accounts for company size, revenue, and industry fit
• Optimized for enterprise and growth-stage company targeting

To use a template:

1. Navigate to Configure → Scoring Rules (or Profile Rules / Account Rules)
2. If you have no rules yet, you'll see template cards in the empty state
3. Click Load Template on your preferred template
4. Review the pre-configured rules and adjust point values as needed
5. Rules are created immediately and begin scoring

Templates provide a starting point that you can customize to match your specific business model and priorities.

Basic Rule Setup

1. Navigate to Configure and choose Scoring Rules
2. Click New Rule to open the rule creation interface
3. Select the event type and specify point value
4. Associate the rule with an appropriate ruleset
5. Set activation status and time range as needed
6. Save your rule to activate it

Rule Configuration Options

Each scoring rule can be configured with several parameters:

Event Type Selection

• Choose from existing event types in your system
• Type new event types to create them automatically
• Use autocomplete for easy selection of frequently-used types

Point Value Assignment

• Positive values reward engagement
• Negative values penalize actions or inactivity
• Zero values track events without scoring impact

Icon Selection

• Visual indicator for rule in UI displays
• Helps team members quickly identify rule types
• Improves dashboard readability and information density

Activation Controls

• Start and end dates for time-based activation
• Option to enable/disable individual rules
• Integration with ruleset-wide activation status

Example Implementations

Standard Engagement Scoring

Event Type: email_open
Point Value: +5
Ruleset: General Engagement
Status: Active
Purpose: Track and reward email engagement

Event Type: webinar_attended
Point Value: +25
Ruleset: Campaign Response
Status: Active
Purpose: Identify highly engaged campaign participants

Negative Scoring for Risk Indicators

Event Type: email_bounce
Point Value: -10
Ruleset: Engagement Quality
Status: Active
Purpose: Identify potential data quality issues

Event Type: unsubscribe
Point Value: -20
Ruleset: Engagement Quality
Status: Active
Purpose: Immediate score reduction for disengaged leads

Time-Based Scoring Adjustments

Event Type: product_trial_start
Point Value: +30
Ruleset: PQL Scoring
Status: Active (Mar 1 - Jun 30)
Purpose: Enhanced scoring during Q2 promotional period

Best Practices

Strategic Point Assignment

Develop a consistent approach to point values:

• Create a scoring framework that aligns with business priorities
• Use tiered values rather than arbitrary point assignments
• Document rationale behind key point decisions
• Regularly review and adjust based on sales feedback

Event Type Strategy

Organize event types for maximum effectiveness:

• Use consistent naming conventions across your organization
• Group related activities with similar naming patterns
• Distinguish between direct engagement and passive content consumption
• Create clear hierarchies for different levels of engagement intensity

Rule Organization

Structure rules for maintainability and clarity:

• Group related rules within the same rulesets
• Name rules descriptively to indicate purposes
• Document complex or non-obvious rule logic
• Archive rather than delete rules that are no longer needed

Testing Rules Before Activation

Before enabling a new rule in production, you can preview how it would affect specific leads using the Test Rule feature.

How to Test a Rule

1. Create or edit a scoring rule in any of the rule interfaces
2. Fill in the rule details (event type, weight, conditions)
3. Click Test Rule in the rule editor slideout
4. Select a lead from the dropdown (shows your most recent 20 leads)
5. Review the test results showing:
   • Whether the rule would match for that lead
   • The reason why the rule matches or doesn't match
   • The lead's current score vs. projected score after applying the rule
   • For engagement rules: the count of matching events
   • For profile/account rules: the matching attribute value

Understanding Test Results

Successful Match (Green checkmark)

• The rule conditions are satisfied for the selected lead
• Shows how many points would be added/subtracted
• Displays the number of matching events (engagement rules) or the matching property value (profile/account rules)
• Indicates the projected new score after the rule applies

No Match (Amber warning)

• The rule conditions are not met for this lead
• Explains why the rule doesn't apply (e.g., "No matching events" or "Property value doesn't meet condition")
• Current score remains unchanged in the projection
• Helps identify rules that may be too restrictive

Best Practices for Rule Testing

Test with Representative Leads

• Try the rule against both high-engagement and low-engagement leads
• Verify the rule matches leads you expect it to match
• Confirm it doesn't match leads outside your target criteria

Use Test Results to Calibrate Point Values

• If projected scores seem too high or too low, adjust the weight before saving
• Compare projections across multiple leads to ensure consistency
• Check that your scoring distribution aligns with sales priorities

Validate Attribute Filters

• For engagement rules with attribute filters, test against leads with varied event metadata
• Ensure filter conditions are neither too broad nor too narrow
• Verify case sensitivity and exact matches where required

Testing rules reduces the risk of unexpected scoring behavior and helps you build confidence in your scoring model before it affects production lead scores.

Bulk Rule Management

When managing large numbers of rules, LeadVibe provides bulk action capabilities to enable/disable multiple rules at once.

Using Bulk Actions

1. Navigate to your rule list (Engagement, Profile, or Account Scoring)
2. Select the checkbox next to each rule you want to modify
3. Use the bulk action buttons that appear:
   • Select All / Deselect All - Quickly select or clear all visible rules
   • Enable Selected - Activate all selected rules
   • Disable Selected - Deactivate all selected rules
4. Confirm the bulk operation
5. All selected rules update immediately

When to Use Bulk Actions

End-of-Quarter Cleanups

• Disable seasonal campaign rules after a promotion ends
• Deactivate time-limited scoring adjustments

A/B Testing

• Quickly enable/disable entire experimental rule sets
• Swap between competing scoring strategies

Maintenance Windows

• Temporarily disable rules during data migrations or system changes
• Re-enable rules after verification

Rule Audits

• Disable inactive or low-performing rules in batch
• Clean up deprecated rules before archiving

Bulk actions save significant time when managing scoring systems with dozens or hundreds of rules.

Previewing Rescore Impact

Before rescoring all leads (a potentially time-intensive operation), you can preview the estimated impact using the Preview Impact feature.

How to Preview Rescore Impact

1. Navigate to Configure → Scoring Rules (or Profile/Account Rules)
2. After making rule changes, locate the Rescore All Leads button
3. Click Preview Impact next to the rescore button
4. Review the impact summary showing:
   • Total leads that will be affected
   • Estimated number of leads with score increases
   • Estimated number of leads with score decreases
   • Estimated number of leads with unchanged scores
   • Average score change across all leads
   • Estimated execution time

Understanding Impact Previews

The preview performs a dry-run calculation without modifying actual lead scores. This helps you:

Assess Impact Magnitude

• Understand how many leads will be affected by your rule changes
• Determine if the score changes align with your expectations
• Identify potential issues before committing to the rescore

Plan for Side Effects

• See which percentage of leads will cross score thresholds
• Anticipate trigger activations from score changes
• Schedule rescoring during low-activity periods if needed

Validate Rule Modifications

• Confirm that rule adjustments produce intended scoring shifts
• Catch unintended consequences of weight changes
• Build confidence before applying changes to production data

After reviewing the preview, you can either proceed with the rescore or return to adjust your rules further.

Advanced Configuration

Multi-Ruleset Strategies

Implement sophisticated scoring with multiple rulesets:

• Create rulesets for different lead segments or products
• Build separate rulesets for behavioral vs. profile-based scoring
• Develop rulesets for different stages of the sales funnel
• Implement experimental rulesets for A/B testing

Temporal Scoring Adjustments

Use time-based rules for dynamic scoring:

• Implement seasonal scoring boosts for holiday campaigns
• Create urgency-based rules for limited-time offers
• Adjust scoring values based on business cycle phases
• Deactivate rules after specific events or time periods

Conditional Rule Logic

Develop complex scoring scenarios:

• Combine multiple rules for additive scoring effects
• Create rule cascades that trigger additional rules
• Implement threshold-based rule activation
• Use negative scoring to offset positive engagement strategically

Integration with Other Features

Rules and Triggers

Connect scoring rules with automated actions:

• Set up milestone triggers based on rule-influenced scores
• Create sequence triggers that monitor specific rule types
• Implement score degradation alerts for negative rules
• Build escalation workflows based on rule combinations

Rules and Filters

Use filters to enhance rule effectiveness:

• Apply rules only to filtered lead segments
• Create specialized rule sets for different filters
• Implement filter-triggered rule activation
• Develop exclusion rules for filtered leads

Rules and Decay

Combine rules with decay for sophisticated scoring:

• Offset positive rules with time-based decay
• Create engagement maintenance rules that counter decay
• Implement recovery scoring for re-engaged leads
• Build dynamic rules that adjust based on decay status

Troubleshooting

Common Rule Issues

Resolve typical problems with scoring rules:

• Rule not triggering: Verify event type spelling and activation status
• Incorrect point values: Check for conflicting rules or multiple matches
• Performance issues: Simplify complex rule configurations or break into smaller rulesets
• Unexpected scores: Review rule interactions across different rulesets

Debugging Scoring Problems

Diagnose scoring inconsistencies systematically:

1. Check rule activation status and date ranges
2. Verify event types match exactly (case-sensitive)
3. Confirm lead events are being properly tracked
4. Review interactions between multiple active rules
5. Analyze scoring history for pattern identification

Monitoring and Optimization

Score Analysis Techniques

Regularly review rule effectiveness:

• Compare scores across different rulesets
• Identify rules that rarely or always trigger
• Analyze conversion rates for different score ranges
• Track rule impact on sales team productivity

Rule Refinement Process

Establish ongoing optimization practices:

• Monthly review of rule performance and adjustments
• Quarterly business alignment checks with sales teams
• Annual comprehensive ruleset strategy updates
• Documentation of all significant rule modifications

By mastering scoring rules, you create a powerful, flexible lead scoring system that accurately reflects lead engagement and provides your sales team with actionable insights about prospect readiness and priority.