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icp-matching

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Score and qualify prospects against your Ideal Customer Profile using firmographic, technographic, and behavioral criteria

3 stars
1.2k downloads
Updated 2/10/2026

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SKILL.md

ICP Matching

Systematically evaluate prospects against your Ideal Customer Profile to prioritize high-fit accounts and improve SDR efficiency.

When to Use This Skill

  • Building lead scoring models
  • Qualifying inbound leads
  • Prioritizing outbound target accounts
  • Refining ICP definitions
  • Training SDRs on qualification

Methodology Foundation

Based on TOPO ICP Framework and Gartner B2B Buying Research, combining:

  • Firmographic fit (company attributes)
  • Technographic fit (tech stack)
  • Behavioral signals (intent data)
  • Persona fit (contact attributes)

What Claude Does vs What You Decide

Claude DoesYou Decide
Structures ICP frameworkICP criteria values
Scores prospects against ICPPass/fail thresholds
Identifies fit gapsPrioritization rules
Suggests disqualificationException handling
Ranks prospect listsTerritory assignments

Instructions

Step 1: Define ICP Dimensions

Firmographic Criteria:

AttributeIdealAcceptableDisqualify
Company Size100-100050-2000<25 or >5000
Revenue$10M-$500M$5M-$1B<$2M
IndustrySaaS, TechProfessional ServicesGovernment
GeographyUS, CanadaUK, EUAPAC
Growth StageSeries A-CSeed, Series D+Pre-seed

Technographic Criteria:

AttributeIdealAcceptableDisqualify
CRMSalesforceHubSpotNone
Tech StackModernMixedLegacy only
CompetitorsNone installedEvaluatingLocked in

Persona Criteria:

AttributeIdealAcceptableDisqualify
TitleVP/DirectorManagerCoordinator
DepartmentSales, MarketingRevOpsIT
Decision PowerBudget authorityInfluencerUser only

Step 2: Weight and Score

Scoring Model:

ICP Score =
  (Firmographic × 40%) +
  (Technographic × 30%) +
  (Persona × 30%)

Each dimension: 0-100 points

Score Interpretation:

ScoreFitAction
80-100ExcellentPrioritize immediately
60-79GoodStandard outreach
40-59FairNurture, low priority
<40PoorDisqualify

Step 3: Apply to Prospects

For each prospect:

  1. Gather available data
  2. Score each dimension
  3. Calculate weighted score
  4. 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:**
1. Perfect company size/stage/industry
2. Salesforce user (easy integration story)
3. VP RevOps = ideal buyer persona
4. Recent funding = budget available
5. No competitor installed = greenfield

**Conversation Angles:**
1. "Congrats on Series B! How is that affecting your sales team scale?"
2. "I noticed you're not using a sales engagement tool yet—most RevOps leaders at your stage are building that out now."
3. "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

  • Structuring ICP frameworks
  • Scoring prospects systematically
  • Identifying fit gaps
  • Prioritizing outreach

What This Skill Cannot Do

  • Access company databases
  • Verify data accuracy
  • Know internal buying dynamics
  • Predict conversion likelihood

When to Escalate to Human

  • ICP definition changes
  • Borderline accounts
  • Strategic target accounts
  • Exception requests

References

  • TOPO ICP Framework
  • Gartner B2B Buying Research
  • SalesLoft ICP Best Practices
  • Outreach.io Target Account Model

Related Skills

  • lead-scoring - RevOps scoring model
  • signal-monitoring - Intent data
  • prospecting-research - Deep account research

Skill Metadata

  • Domain: SDR Automation
  • Complexity: Intermediate
  • Mode: centaur
  • Time to Value: 2 hours for ICP, 5 min per prospect
  • Prerequisites: ICP criteria definition

Install

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Requires askill CLI v1.0+

AI Quality Score

82/100Analyzed 2/24/2026

Well-structured ICP matching skill with clear methodology, detailed scoring framework, and practical examples. Provides comprehensive tables for firmographic/technographic/persona criteria with scoring formulas. Has clear "When to Use" section, structured instructions, and skill boundaries. Located in dedicated skills folder suggesting external focus. Slightly less actionable as it requires human judgment to define specific ICP values, but provides excellent reference framework. Tags may not be optimal for discoverability.

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Metadata

Licenseunknown
Version-
Updated2/10/2026
Publisherguia-matthieu

Tags

llmobservability