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icp-analysis-example

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ICP Analysis: NRF Event Contacts

Example: How to use vault knowledge to answer ICP qualification questions Date: 2025-01-16 Source: Slack thread - Luke asking about NRF contacts Method: Thinking slow, thinking fast (reasoning first, conclusion last)

Question

Luke asked:

  1. Did any of these turn into meaningful conversations?
  2. Do those titles feel right for ICP on the ones that we got a reply from?

Reasoning Process

Step 1: Identify Knowledge Sources

Vault Knowledge to Reference:

  • qualification-criteria.md - Decision maker hierarchy, BANT framework, red flags
  • ideal-customer.md - Buyer characteristics, role signals, company stage indicators

Step 2: Understand the Qualification Framework

From qualification-criteria.md:

  • Decision Maker Hierarchy: C-level > VP/Director (with data/AI remit) > VP/Director (Sales/Marketing) > Manager
  • Authority Signals: Operator-level leaders, executive ownership, already believe in data/AI
  • Red Flags: Research orgs, consultants/advisors, managers (too junior), traditional enterprise (slow procurement)

From ideal-customer.md:

  • Strong ICP Roles: “Head of Data”, “VP AI Strategy”, “CTO”, “CEO”
  • Questionable Roles: “VP Marketing”, “Director Sales”, “Head of Operations” (may not own data/AI budget)
  • Weak Roles: “Manager”, “Advisor”, “Consultant”

Step 3: Analyze Each Contact Systematically

For each contact, I’ll evaluate:

  1. Role/Title Analysis: What does the title suggest about decision-making authority?
  2. Authority Check: Does this role typically own data/AI budget decisions?
  3. Company Context: What do we know about the company? (Revenue? Stage? Industry?)
  4. Red Flags: Does this match any disqualification criteria?
  5. ICP Fit: Based on above, what’s the likelihood of ICP fit?

Step 4: Contact-by-Contact Analysis

Contacts That Replied:

1. Derek Ash (CMO, Sam Ash Music)

  • Role Analysis: CMO is C-level executive - from vault, C-level = strongest ICP signal
  • Authority Reasoning: C-level executives typically have decision-making authority for strategic initiatives. CMO role suggests marketing/data initiatives could be in remit.
  • Company Context: Sam Ash Music - unknown revenue/stage, need to research
  • Red Flag Check: None - C-level role doesn’t match any red flags
  • ICP Fit Assessment: Strong signal due to C-level title, but need company context (revenue/stage) to fully qualify

2. Marcel Moscovici (Director, indirect Sales, Worldline)

  • Role Analysis: Director level but “Sales” role - from vault, VP/Director in Sales = questionable ICP (may not own data/AI budget)
  • Authority Reasoning: Sales directors often don’t own data/AI budget. They may have operational pain (growth constraints, conflicting numbers) but lack authority for $20K+/month data/AI engagements.
  • Company Context: Worldline is large fintech - likely Scale Up or Enterprise stage (good signal)
  • Red Flag Check: None for company, but role type suggests authority gap
  • ICP Fit Assessment: Good company (Scale Up/Enterprise), but Sales role may lack decision-making authority for data/AI budget

3. Sofia Russo (GTM/Strategic Sales Advisor, Cresta)

  • Role Analysis: “Advisor” in title - from vault, “Advisor” = weak ICP role (no buying authority)
  • Authority Reasoning: Advisors are consultants/consultants, not buyers. They don’t have decision-making authority or budget.
  • Company Context: Cresta is AI company - may be curious/exploring but not a buyer
  • Red Flag Check: Matches red flag: “consultants/advisors” = no buying authority
  • ICP Fit Assessment: Likely non-ICP - Advisor role indicates no buying authority

4. Eric Joo (Head of NA Feedstock Operations)

  • Role Analysis: “Head of Operations” - from vault, “Head of Operations” = questionable (may not own data/AI budget)
  • Authority Reasoning: Operations heads may have operational pain but need VP/C-level approval for $20K+/month engagements. Depends on company structure.
  • Company Context: Missing - need to know what company, revenue, stage
  • Red Flag Check: None identified, but insufficient information
  • ICP Fit Assessment: Need company context to fully assess - title suggests operational role but authority unclear

5. John Maieli (Channel Sales Manager, Star Micronics)

  • Role Analysis: “Manager” level + “Sales” role - from vault, “Manager” = weak ICP (rarely has $20K+/month authority)
  • Authority Reasoning: Managers are typically too junior for $20K+/month decision-making authority. Sales managers especially don’t own data/AI budget.
  • Company Context: Star Micronics - need revenue/stage info, but role suggests too junior regardless
  • Red Flag Check: Matches red flag: Manager level = too junior for decision-making
  • ICP Fit Assessment: Likely non-ICP - Manager level probably too junior for decision-making authority

Contacts That Didn’t Reply:

6. Kimberley Kelly-Drobny (VP of Marketing, Logile [50-201 FTE])

  • Role Analysis: VP level but “Marketing” remit - from vault, “VP Marketing” = questionable (Marketing may not own data/AI budget)
  • Authority Reasoning: VP level may have authority, but Marketing VPs typically don’t own data/AI budget. They may need CTO/CTO approval for data initiatives.
  • Company Context: 50-201 employees suggests Startup to Scale Up range - could fit ICP if in Scale Up range
  • Red Flag Check: None, but Marketing remit suggests potential authority gap
  • ICP Fit Assessment: Possible ICP - VP level is good, but Marketing may not be decision maker for data/AI

7. Gudni Vilmundarson (VP of Product Dev & AI Strategy, Amicis Solutions)

  • Role Analysis: VP level with “AI Strategy” in title - from vault, “VP AI Strategy” = perfect title match (strong ICP signal)
  • Authority Reasoning: VP with AI Strategy remit likely owns AI/data strategy and budget decisions. Title explicitly connects to our ICP.
  • Company Context: Amicis Solutions - need revenue/stage info, but role is perfect fit regardless
  • Red Flag Check: None - perfect role match
  • ICP Fit Assessment: Strong ICP candidate - VP level + AI Strategy remit = ideal decision maker profile

8. Virginia Marsh (Head of Data, Agency & Platforms, Fluent Inc)

  • Role Analysis: “Head of Data” - from vault, “Head of Data” = perfect title match (strongest ICP signal)
  • Authority Reasoning: Head of Data role directly owns data strategy and budget. This is our ideal decision maker profile.
  • Company Context: Fluent Inc - need revenue/stage info, but “Head of Data” title is perfect fit
  • Red Flag Check: None - perfect role match
  • ICP Fit Assessment: Strong ICP candidate - “Head of Data” is our ideal decision maker profile

Contacts Marked Non-ICP (Validation Check):

1. Patricia Cotti (Deputy Director of Retail Studies, Brazilian Institute of Retail Studies)

  • Role Analysis: “Deputy Director” but at “Institute” - research organization
  • Authority Reasoning: Research organizations are not buyers - they’re research entities
  • Company Context: “Brazilian Institute of Retail Studies” = research org, not a company
  • Red Flag Check: Matches red flag from vault: “Research-only initiatives with no business outcomes”
  • ICP Fit Assessment: Correctly marked non-ICP - research orgs can’t buy services

2. Praveen Kumar Gubiligari (Enterprise Consultant, Tech Mahindra)

  • Role Analysis: “Consultant” in title - from vault, consultants = weak ICP (no buying authority)
  • Authority Reasoning: Consultants don’t have buying authority - they’re service providers, not buyers
  • Company Context: Tech Mahindra is large services company - consultant may be partner/competitor
  • Red Flag Check: Matches red flag: “Consultant” role = no buying authority
  • ICP Fit Assessment: Correctly marked non-ICP - consultants don’t buy services

3. Gabriel Fraser (Financial Center Manager, BofA)

  • Role Analysis: “Manager” at BofA - from vault, Manager = weak ICP (too junior)
  • Authority Reasoning: Manager level at large enterprise bank unlikely to have $20K+/month decision-making authority
  • Company Context: BofA = large enterprise - from vault, “traditional enterprise with slow procurement” = red flag
  • Red Flag Check: Matches two red flags: Manager level + Traditional enterprise (slow procurement)
  • ICP Fit Assessment: Correctly marked non-ICP - too junior + enterprise procurement challenges

4. Felipe Albaladejo (Manager, Business Development Specialist, Mastercard)

  • Role Analysis: “Manager” level - from vault, Manager = weak ICP (too junior)
  • Authority Reasoning: Manager level probably doesn’t have $20K+/month budget authority
  • Company Context: Mastercard = large enterprise - slow procurement concerns
  • Red Flag Check: Matches red flags: Manager level + Enterprise
  • ICP Fit Assessment: Correctly marked non-ICP - too junior for decision-making

5. Ariel Haroush (CEO, Outform)

  • Role Analysis: CEO - from vault, CEO = strongest ICP signal (C-level decision maker)
  • Authority Reasoning: CEO has ultimate decision-making authority for strategic initiatives
  • Company Context: Outform - unknown company, need to research what they do, revenue, stage
  • Red Flag Check: None identified - CEO title is strong signal
  • ICP Fit Assessment: Questionable non-ICP - CEO title is very strong ICP signal, need company context

6. Cindy Marshall (Founder & CEO, Shine Strategy)

  • Role Analysis: Founder/CEO - from vault, CEO = strongest ICP signal
  • Authority Reasoning: CEO has ultimate decision-making authority
  • Company Context: “Shine Strategy” - name suggests agency/consultancy, not a company buying services
  • Red Flag Check: Potential red flag: “Strategy” in company name often indicates agency/consultancy (not buyer)
  • ICP Fit Assessment: Questionable - CEO is good, but company name suggests agency (red flag)

7. Yan L. Sim (Founder/CEO, Operating Crew)

  • Role Analysis: Founder/CEO - from vault, CEO = strongest ICP signal
  • Authority Reasoning: CEO has ultimate decision-making authority
  • Company Context: Operating Crew - unknown company, need to research what they do, revenue, stage
  • Additional Context: Robert mentioned talking with Yan - this suggests meaningful conversation occurred
  • Red Flag Check: None identified - CEO title + meaningful conversation = strong signals
  • ICP Fit Assessment: Questionable non-ICP - CEO title is strong signal, plus Robert had conversation (good indicator)

8. Ashleigh Vogstad (CEO, Transcends)

  • Role Analysis: CEO - from vault, CEO = strongest ICP signal
  • Authority Reasoning: CEO has ultimate decision-making authority
  • Company Context: Transcends - unknown company, need to research what they do, revenue, stage
  • Red Flag Check: None identified - CEO title is strong signal
  • ICP Fit Assessment: Questionable non-ICP - CEO title is very strong ICP signal, need company context

Conclusion

Based on the reasoning above, here’s the assessment:

Question 1: Did any of these turn into meaningful conversations?

From context: Robert mentioned talking with Yan L. Sim - this suggests at least one meaningful conversation occurred.

ICP Fit Assessment for Conversations:

  • Yan L. Sim (CEO) had conversation - CEO title is strong ICP signal, good indicator
  • Derek Ash (CMO) replied - CMO title is strong ICP signal, worth prioritizing

Question 2: Do those titles feel right for ICP on the ones that we got a reply from?

Replied Contacts - ICP Fit Assessment:

Strong ICP Fit:

  • Derek Ash (CMO) - C-level executive = strongest ICP signal from vault knowledge

Questionable ICP Fit:

  • Marcel Moscovici (Director Sales) - Good company (Worldline) but Sales role may lack data/AI budget authority
  • Eric Joo (Head Operations) - Need company context, but Operations role authority is unclear

Likely Non-ICP:

  • Sofia Russo (Advisor) - Advisor role = no buying authority (matches red flag from vault)
  • John Maieli (Sales Manager) - Manager level = too junior for decision-making (matches red flag)

Should Follow Up (Didn’t Reply but Strong ICP Signals):

  • Gudni Vilmundarson (VP AI Strategy) - Perfect title match from vault (“VP AI Strategy” = strong ICP)
  • Virginia Marsh (Head of Data) - Perfect title match from vault (“Head of Data” = strongest ICP signal)

Non-ICP Marking Validation:

  • Correctly marked: Patricia Cotti (research org), Praveen Kumar (consultant), Gabriel Fraser (manager at bank), Felipe Albaladejo (manager)
  • Questionable: Yan L. Sim, Ariel Haroush, Ashleigh Vogstad (all CEOs - strong ICP signals, need company context)
  • Questionable: Cindy Marshall (CEO but “Strategy” name suggests agency - red flag)

This analysis follows “thinking slow, thinking fast” - reasoning process first, conclusions last.

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