Understanding Lead Scores: Quality & Intent
Overview
Section titled “Overview”The Celebration Buyer Intent Platform uses two key scores to help you understand and prioritize your leads:
- Quality Score — Measures how complete and reliable the lead data is
- Intent Score — Measures how likely a lead is to make a purchase decision
Quality Score (0–100)
Section titled “Quality Score (0–100)”In plain English: How complete is your lead information? Think of this as a checklist — the more contact details and company info you have, the higher the score. A high score means your sales team has everything they need to reach out effectively.
What it measures
Section titled “What it measures”The Quality Score tells you how much information you have about a lead. Higher scores mean more complete data, which helps your sales team have better conversations.
How it works
Section titled “How it works”Points are awarded based on the information available:
| Data Category | Points Available | What Counts |
|---|---|---|
| Core Contact Info | 30 points | Email address (15 pts), Company name/domain (15 pts) |
| Buyer Intent Signals | 40 points | Intent topics (20 pts), Intent score (10 pts), Intent strength (10 pts) |
| Additional Contact Details | 15 points | Phone number (7 pts), First/last name (8 pts) |
| Location Data | 15 points | City (5 pts), State (5 pts), ZIP code (5 pts) |
Score ranges
Section titled “Score ranges”- 80–100: Excellent — Complete lead profile with strong buyer intent signals
- 60–79: Good — Most key information present, ready for outreach
- 40–59: Fair — Basic info available, may need enrichment
- 0–39: Poor — Limited information, consider data enrichment
Example
Section titled “Example”Lead A:- Email: john.smith@acmecorp.com ✓ (15 pts)- Company: Acme Corp ✓ (15 pts)- Phone: (555) 123-4567 ✓ (7 pts)- Name: John Smith ✓ (8 pts)- Intent Topics: ["SaaS", "Cloud Computing"] ✓ (20 pts)- Intent Score: 85 ✓ (10 pts)- Intent Strength: HIGH ✓ (10 pts)- Location: San Francisco, CA, 94102 ✓ (15 pts)
Quality Score: 100/100Intent Score (0–100)
Section titled “Intent Score (0–100)”In plain English: How ready is this lead to buy? This score tells you if they’re actively shopping for solutions right now or just casually browsing. High scores mean “call them today” — low scores mean “add them to your newsletter.”
What it measures
Section titled “What it measures”The Intent Score predicts how likely a lead is to make a purchase in the near future based on their online research behavior and engagement signals.
How it works
Section titled “How it works”Intent scores are calculated from:
- Research activity — Topics they’re actively researching
- Content consumption — What content they’re engaging with
- Engagement frequency — How often they’re showing intent signals
- Signal recency — How recent their buyer intent activity is
Intent strength categories
Section titled “Intent strength categories”Scores are grouped into three actionable categories:
| Strength | Score Range | What It Means | Recommended Action |
|---|---|---|---|
| HIGH | 75–100 | Active buyer, ready for sales contact | Priority outreach within 24–48 hours |
| MEDIUM | 50–74 | Researching solutions, nurture opportunity | Schedule follow-up, send relevant content |
| LOW | 0–49 | Early research phase | Add to nurture campaign |
Intent topics
Section titled “Intent topics”Along with the score, each lead includes specific topics they’re researching. Example topics:
- Software Development
- Cloud Infrastructure
- Data Analytics
- Marketing Automation
- Cybersecurity
- Customer Success
Example scenarios
Section titled “Example scenarios”High intent lead
Lead: Sarah Johnson, Tech Solutions Inc.Intent Score: 85 (HIGH)Intent Topics: ["Cloud Migration", "Enterprise Security", "SaaS"]Intent Recency: 2 days agoQuality Score: 92Interpretation: Sarah is actively researching cloud migration solutions right now. Her company is likely evaluating vendors. This is a hot lead — reach out immediately.
Medium intent lead
Lead: Michael Chen, Growth VenturesIntent Score: 65 (MEDIUM)Intent Topics: ["Marketing Analytics", "Customer Data"]Intent Recency: 7 days agoQuality Score: 78Interpretation: Michael showed interest last week. He’s researching but not urgent. Send relevant case studies and schedule a follow-up call next week.
Low intent lead
Lead: Amanda Martinez, StartupCoIntent Score: 35 (LOW)Intent Topics: ["Business Intelligence"]Intent Recency: 21 days agoQuality Score: 65Interpretation: Amanda looked at BI solutions a few weeks ago but hasn’t shown recent activity. Add to a long-term nurture campaign with educational content.
How scores work together
Section titled “How scores work together”The power of combined scoring
Section titled “The power of combined scoring”The best leads have both high quality scores and high intent scores:
| Quality | Intent | Priority | Strategy |
|---|---|---|---|
| High | High | 🔥 HOT | Immediate sales outreach |
| High | Medium | ⭐ Warm | Nurture with targeted content |
| Medium | High | 🎯 Opportunity | Enrich data, then contact |
| High | Low | 📚 Long-term | Add to educational campaigns |
| Low | High | 🔍 Investigate | Research company, enrich lead |
| Low/Medium | Low | ❄️ Cold | Standard nurture track |
Real-world example
Section titled “Real-world example”Campaign: Enterprise Cloud Solutions
Lead Segment: High Intent + High Quality- 150 leads with Intent Score ≥ 75 and Quality Score ≥ 80- Average conversion rate: 35%- Sales cycle: 14 days- Strategy: Direct sales outreach
Lead Segment: Medium Intent + High Quality- 450 leads with Intent Score 50-74 and Quality Score ≥ 80- Average conversion rate: 18%- Sales cycle: 45 days- Strategy: Email nurture + retargeting ads
Result: Higher ROI by prioritizing leads based on scoresBenefits for your business
Section titled “Benefits for your business”- Prioritize smartly — Stop wasting time on cold leads. Focus your sales team on high-intent prospects who are actually ready to buy.
- Personalize outreach — Use intent topics to customize your messaging. Talk about what they’re already researching.
- Improve conversion rates — Leads with high intent scores convert 3–5× better than random outreach.
- Optimize marketing spend — Allocate budget to channels and campaigns that generate high-quality, high-intent leads.
- Measure data quality — Quality scores help you evaluate data sources and enrichment partners.
Frequently asked questions
Section titled “Frequently asked questions”Q: How often are scores updated? A: Scores are recalculated in real-time as new data arrives or leads show new intent signals.
Q: Can scores change over time? A: Yes! Intent scores especially change as leads continue (or stop) researching. A lead with a low score today might show high intent tomorrow.
Q: What if a lead has a high intent score but low quality score? A: This indicates someone actively researching your solution, but you lack contact details. Consider data enrichment to complete their profile before outreach.
Q: How are intent signals collected? A: Intent data comes from tracking research behavior across publisher networks, content consumption, search patterns, and engagement signals.
Q: Can I filter leads by these scores? A: Absolutely! The platform lets you create segments based on any combination of quality score, intent score, intent strength, and topics.
Getting started
Section titled “Getting started”To maximize the value of lead scoring:
- Set up alerts for high-intent leads (Score ≥ 75)
- Create segments based on score combinations
- Route leads automatically to sales or marketing based on scores
- Track conversion rates by score range to optimize your thresholds
- Review weekly which intent topics drive the best results