ICP Matching
Systematically evaluate prospects against your Ideal Customer Profile to prioritize high-fit accounts and improve SDR efficiency.
When to Use This Skill
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Building lead scoring models
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Qualifying inbound leads
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Prioritizing outbound target accounts
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Refining ICP definitions
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Training SDRs on qualification
Methodology Foundation
Based on TOPO ICP Framework and Gartner B2B Buying Research, combining:
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Firmographic fit (company attributes)
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Technographic fit (tech stack)
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Behavioral signals (intent data)
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Persona fit (contact attributes)
What Claude Does vs What You Decide
Claude Does You Decide
Structures ICP framework ICP criteria values
Scores prospects against ICP Pass/fail thresholds
Identifies fit gaps Prioritization rules
Suggests disqualification Exception handling
Ranks prospect lists Territory assignments
Instructions
Step 1: Define ICP Dimensions
Firmographic Criteria:
Attribute Ideal Acceptable Disqualify
Company Size 100-1000 50-2000 <25 or >5000
Revenue $10M-$500M $5M-$1B <$2M
Industry SaaS, Tech Professional Services Government
Geography US, Canada UK, EU APAC
Growth Stage Series A-C Seed, Series D+ Pre-seed
Technographic Criteria:
Attribute Ideal Acceptable Disqualify
CRM Salesforce HubSpot None
Tech Stack Modern Mixed Legacy only
Competitors None installed Evaluating Locked in
Persona Criteria:
Attribute Ideal Acceptable Disqualify
Title VP/Director Manager Coordinator
Department Sales, Marketing RevOps IT
Decision Power Budget authority Influencer User only
Step 2: Weight and Score
Scoring Model:
ICP Score = (Firmographic × 40%) + (Technographic × 30%) + (Persona × 30%)
Each dimension: 0-100 points
Score Interpretation:
Score Fit Action
80-100 Excellent Prioritize immediately
60-79 Good Standard outreach
40-59 Fair Nurture, low priority
<40 Poor Disqualify
Step 3: Apply to Prospects
For each prospect:
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Gather available data
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Score each dimension
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Calculate weighted score
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Classify and prioritize
Examples
Example 1: ICP Definition
Output:
Ideal Customer Profile: B2B Sales Tech Company
Tier 1 (Excellent Fit - 80-100)
These are your ideal targets. Prioritize always.
Company:
- Size: 100-500 employees
- Revenue: $20M-$200M ARR
- Stage: Series B or C funded
- Industry: B2B SaaS
- Growth: 30%+ YoY
- Location: US/Canada
Technology:
- CRM: Salesforce
- Stack: Modern (cloud-native)
- Current solution: None or legacy competitor
Buyer:
- Title: VP Sales, CRO, Head of Sales
- Reports to: CEO/COO
- Budget: >$50K annually
Tier 2 (Good Fit - 60-79)
Worth pursuing with standard effort.
Company:
- Size: 50-100 OR 500-1000 employees
- Revenue: $10M-$20M OR $200M-$500M
- Stage: Series A or D
- Industry: B2B Tech (not pure SaaS)
- Location: UK, EU
Technology:
- CRM: HubSpot
- Stack: Mix of modern/legacy
- Current solution: Considering change
Buyer:
- Title: Director of Sales Ops
- Reports to: VP Sales
- Budget: $25K-$50K annually
Tier 3 (Fair Fit - 40-59)
Nurture only. Don't prioritize.
Company:
- Size: 25-50 OR 1000-2000 employees
- Revenue: $5M-$10M
- Stage: Seed
- Industry: Professional services
Buyer:
- Title: Sales Manager
- Budget: <$25K
Disqualified (Score <40)
Do not pursue. Auto-reject.
- Company size <25 employees
- Revenue <$2M
- Industry: Government, Education, Non-profit
- Geography: APAC, LATAM (no support)
- Competitor locked in (multi-year contract)
- No CRM in use
- Title: Individual contributor
Example 2: Prospect Scoring
Input:
Score this prospect:
Company: GrowthTech Inc Employees: 280 Revenue: $45M (estimated) Industry: B2B SaaS Founded: 2019 Location: Austin, TX Recent news: Series B ($30M) in January
Tech Stack:
- CRM: Salesforce Enterprise
- Marketing: Marketo
- No sales engagement tool
Contact: Jennifer Wu Title: VP of Revenue Operations LinkedIn: Active, posts about sales productivity Previous company: Used our competitor
Output:
ICP Match: GrowthTech Inc
Overall Score: 92/100 ⭐ EXCELLENT FIT
Firmographic Score: 95/100
| Criteria | Finding | Points |
|---|---|---|
| Size (280 emp) | ✅ Ideal (100-500) | 20/20 |
| Revenue ($45M) | ✅ Ideal ($20-200M) | 20/20 |
| Industry (B2B SaaS) | ✅ Ideal | 20/20 |
| Stage (Series B) | ✅ Ideal | 20/20 |
| Location (US) | ✅ Ideal | 15/15 |
| Subtotal | 95/100 |
Technographic Score: 90/100
| Criteria | Finding | Points |
|---|---|---|
| CRM (Salesforce) | ✅ Ideal | 35/35 |
| Stack (Modern) | ✅ Marketo + SF | 25/25 |
| Competition | ✅ None installed | 30/30 |
| Subtotal | 90/100 |
Persona Score: 92/100
| Criteria | Finding | Points |
|---|---|---|
| Title (VP RevOps) | ✅ Decision maker | 35/35 |
| Department | ✅ Revenue Operations | 25/25 |
| Activity | ✅ Active on LinkedIn | 15/20 |
| Previous | ✅ Knows competitor | 15/15 |
| Subtotal | 92/100 |
Weighted Total
(95 × 0.40) + (90 × 0.30) + (92 × 0.30) = 38 + 27 + 27.6 = 92.6 → 92/100
Match Summary
🎯 Tier 1: Excellent Fit
Strengths:
- Perfect company size/stage/industry
- Salesforce user (easy integration story)
- VP RevOps = ideal buyer persona
- Recent funding = budget available
- No competitor installed = greenfield
Conversation Angles:
- "Congrats on Series B! How is that affecting your sales team scale?"
- "I noticed you're not using a sales engagement tool yet—most RevOps leaders at your stage are building that out now."
- "Given your Salesforce/Marketo stack, our integration would be seamless."
Risk Factors:
- None identified
Priority: Immediate outreach Add to top of SDR queue. High-value, high-probability.
Skill Boundaries
What This Skill Does Well
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Structuring ICP frameworks
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Scoring prospects systematically
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Identifying fit gaps
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Prioritizing outreach
What This Skill Cannot Do
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Access company databases
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Verify data accuracy
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Know internal buying dynamics
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Predict conversion likelihood
When to Escalate to Human
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ICP definition changes
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Borderline accounts
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Strategic target accounts
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Exception requests
References
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TOPO ICP Framework
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Gartner B2B Buying Research
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SalesLoft ICP Best Practices
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Outreach.io Target Account Model
Related Skills
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lead-scoring
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RevOps scoring model
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signal-monitoring
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Intent data
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prospecting-research
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Deep account research
Skill Metadata
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Domain: SDR Automation
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Complexity: Intermediate
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Mode: centaur
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Time to Value: 2 hours for ICP, 5 min per prospect
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Prerequisites: ICP criteria definition