Pull why your customers bought, in their own words

What it does

Buyers move on their problem, in their words. “We’re drowning in spreadsheets” lands. “Operational inefficiency” doesn’t. Your won deals are full of the right words: the first email, the discovery call, the reason they gave for signing. This playbook pulls them out into one page you can write from.

What you need

• Recordings or transcripts from 5 to 10 won deals, discovery calls first
• The first emails from those buyers
• Claude or ChatGPT

How it works

1. 1

   Collect the evidence

   Five to ten wins from one segment. Discovery calls, first replies, and any message where they explained why they were looking. Transcripts work best. Notes work if they quote the buyer.

2. 2

   Run the extraction

   Prompt for Claude or ChatGPT, with the transcripts and emails attached

   Below are transcripts and emails from [NUMBER] customers who bought from us, all in [SEGMENT].
   
   For each customer, pull out, quoting their exact words:
   1. The problem, as they described it
   2. What made them start looking when they did
   3. What they'd tried before, and what went wrong
   4. What worried them about buying
   5. What they assumed we'd be, before the first call
   6. The moment or reason they decided
   
   Then list the phrases that come up with more than one customer, word for word, with how many customers used each.
   
   Quote only. Don't paraphrase, and don't add anything that isn't in the text.

3. 3

   Check the quotes

   Spot-check a few quotes against the transcripts. AI tools sometimes tidy a quote, and a tidied quote loses the thing that made it worth using.

4. 4

   Find the patterns

   Which problem comes up most? Which trigger? Group the quotes under each, with a count. The problem and trigger with the most quotes behind them lead your messaging.

5. 5

   Check them against your losses

   Run the same extraction on a few lost deals. A worry that shows up in both wins and losses is an objection your argument has to answer up front.

6. 6

   Save the phrase list

   Put the phrases in your copy bank, with the count next to each. Use them in subject lines, first lines, headlines and call scripts.

What good looks like

A page of buyer phrases with a count next to each, and a team that writes “drowning in spreadsheets” instead of “streamline your workflow”.

Mistakes to skip

• Paraphrasing. The value is in their exact words.
• Mixing segments. A logistics buyer and a clinic owner describe the same problem differently.
• Only reading the wins. The worries in your lost deals are the objections you haven’t answered yet.