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Transcript

Growth Hacking Guide: Finding High-Converting Customer Segments with AI

Part 2: Investigate - Finding Your Perfect Target

Reading time: 10 minutes | Video length: 38 minutes

Welcome to the second installment of our four-part Cannonball methodology series. If you haven't gone through Part 1: Focus, stop right now and start there! As Jordan emphasizes at the beginning of this training: "It's totally useless to you if you don't go back to the F stage." The Investigate module builds directly on the foundation we established in Focus.

Executive Summary

  • The Investigate module teaches you how to source high-quality target data that aligns with your ICP

  • You'll learn how to identify which channels will be most effective for your campaign

  • We'll show you how to determine your optimal go-to-market motion based on customer insights

  • This approach transforms generic targeting into hyper-specific segments with tailored messages

  • The goal is to create marketing so targeted that "people would pay to receive it"

Where Investigate Fits in the FIND Framework

Building on the Focus stage where we defined our ICP and personas, the Investigate stage is where we get tactical about finding and understanding our target audience in the real world:

  1. Focus - Understand your product's market position and your ideal customers ✓

  2. Investigate - Research and analyze customer data and market opportunities ← You are here

  3. Narrate - Craft compelling messaging and campaign narratives

  4. Deploy - Execute multi-channel campaigns with precision

Three Core Goals of the Investigate Stage

1. Source High-Quality Target Data

The single most important goal of the Investigate stage is finding high-quality target data. As Jordan emphasizes: "The list IS the message."

Finding the right targets isn't just about identifying companies that match your ICP criteria – it's about understanding exactly which segments within your ICP will be most responsive to specific value propositions.

For our Skimmer example (pool service software), we discovered:

  • Critical inflection points where manual systems break down (typically at 40-50 pools)

  • Business transition periods that signal readiness (adding first employees, second-generation ownership)

  • Professionalization triggers that indicate buying readiness

Real insight: In the actual customer reviews, we found that multiple Skimmer users mentioned the same pain point: "When it was just me, I would clean the pool, check the chemicals, and put a note on the customer's front door. But as the list grew, it became clear that the pen and paper system had to go."

2. Determine Effective Channels

The second goal is to identify which marketing channels will be most effective for reaching your target audience. This isn't about guessing – it's about following the data.

For Skimmer, we identified:

  • Google as a primary research channel for pool service companies

  • Facebook groups where pool service professionals network

  • YouTube as a potential channel for educational content (related to certifications)

  • Email marketing opportunities targeting specific segments

Rather than spreading budget across every possible channel, the Investigate stage helps you pinpoint exactly where your target audience is already actively engaging.

3. Design Optimal Go-to-Market Motion

The final goal is designing the optimal motion based on all the insights gathered. This involves matching:

  • Your target segments

  • Their specific pain points

  • The channels they use

  • The messaging that will resonate most

For Skimmer, we identified three distinct value proposition themes from customer reviews:

  • Time savings (particularly for route planning and end-of-month billing)

  • Growth enablement (scaling beyond manual systems)

  • Service quality maintenance (maintaining standards while growing)

Each segment requires its own targeted approach based on their specific challenges.

Two Essential Prompts for Investigation

1. Find Customer Quotes Prompt

This prompt helps you systematically gather authentic customer language about your product or service from across the web. It's designed to uncover:

  • How customers actually describe their problems (not how you think they should)

  • The exact language that resonates with them

  • The specific moments when they realized they needed your solution

  • The results they've achieved

Customer Quotes Prompt

https://claude.site/artifacts/54ab3c4e-abdb-4de7-87f2-cf8f5409db74

2. Niche Data Sources Prompt

This prompt helps you identify hyper-specific data sources that can help you find your ideal customers. Remember Jordan's principle: "It's better to find a great list than to filter an okay list."

Key Insight: In our Skimmer example, we discovered that Google Maps data combined with review analysis provided the most accessible and actionable targeting data. By examining:

  • Whether pool companies have websites (16,000 out of 25,000 do)

  • Number and recency of Google reviews (indicating growth)

  • Star ratings (quality indicators)

  • Review text (revealing specific pain points)

We could identify precisely which companies were at the critical growth stage where Skimmer would be most valuable.

Niche Data Sources Prompt

https://claude.site/artifacts/d0e19f23-5323-4c81-ad2f-375f50158d67

Pro Tips: Getting the Most from Your Investigation

Finding the Growth Inflection Point

One of the most valuable insights from our Skimmer investigation was identifying the exact point where manual systems break down:

"With 40 accounts, you'd have a list of customers that you had to write in order. When you got a new customer, you had to sift through all your papers to find out where they could go next week. Then you'd put in the address in Google Maps and find them and make sure you were getting them on the right day. With a couple hundred pools, that's just not doable."

This insight gives us:

  1. A clear targeting parameter (companies with 40-200 pools)

  2. Exact language for our messaging

  3. A specific pain point to address

The List IS the Message

Jordan emphasizes that great targeting data already contains your message. If you know:

  • A pool company has recently grown from 25 to 75 pools in the last year (growth segment)

  • Their Google reviews mention scheduling challenges (time savings segment)

  • They're a second-generation business modernizing operations (transition segment)

You already know exactly what messaging will resonate with them.

Multi-Generational Business Evolution

One fascinating insight from the customer quotes was the pattern of second-generation owners modernizing family businesses:

"Before I came back on, it was just my dad doing the best he could, the fastest that he could. To help make this transition possible, Chantel knew she would need to systematize Dazzle Pools' operation as much as possible."

This represents a distinct audience segment with specific motivations and pain points.

Google Reviews: An Underutilized Data Goldmine

While we explored various niche data sources, we discovered that Google Reviews data provided exceptional targeting value for our pool service software example:

  1. Volume metrics: Total number of reviews indicates business size

  2. Growth metrics: Recent review volume indicates business growth rate

  3. Quality metrics: Star ratings indicate service quality

  4. Pain point indicators: Review text reveals specific challenges

  5. Public accessibility: This data is freely available with the right tools

By analyzing Google review data at scale, you can segment your entire target market based on their specific challenges, allowing you to craft hyper-targeted campaigns for each segment.

From Data to Messaging: Segmenting Your Approach

The ultimate goal of the Investigate stage is to prepare for targeted messaging in the Narrate stage. For Skimmer, we identified three distinct value proposition segments:

  1. Time Savings Segment

    • Target: Companies with scheduling complaints in reviews

    • Pain Point: Route planning and end-of-month billing inefficiencies

    • Key Message: Automation of administrative tasks

  2. Growth Enablement Segment

    • Target: Companies showing rapid review growth

    • Pain Point: Manual systems breaking under scale

    • Key Message: Systematization for continued growth

  3. Service Quality Segment

    • Target: High-rated companies concerned about maintaining standards

    • Pain Point: Consistency across growing team

    • Key Message: Documentation and quality control features

Each segment gets its own tailored message that addresses their specific challenges.

Next Steps: Preview of Narrate Module

In our next session, we'll move into the Narrate module, where you'll learn:

  • How to craft compelling messages for each segment

  • Techniques for turning customer language into effective copy

  • Methods for developing a cohesive campaign narrative

  • Tools for testing and refining your messaging

Your Investigate Challenge

Before our next session, try applying the Investigation framework to your own product or service:

  1. Use the Customer Quotes prompt to gather authentic customer language

  2. Identify 2-3 key themes from your customer feedback

  3. Use the Niche Data Sources prompt to find unique targeting opportunities

  4. Share what you discover in the comments (optional)

Questions for Discussion

  • What unconventional data sources might help you target your ideal customers?

  • Which customer pain points surprised you when reviewing customer feedback?

  • How might segmenting your approach to different customer groups improve your results?


Remember: Great marketing doesn't start with creative messaging—it starts with precise targeting. As Jordan says, "The goal is to create marketing so targeted that people would pay to receive it."

Join us on March 11th for Part 3: Narrate, where we'll transform these insights into compelling campaign messaging.

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