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#29 — Cold Take: Sales prospecting is an engineering problem

September 10, 20242 min read

#29 — Cold Take: Sales prospecting is an engineering problem

Our take: Prospecting isn't just a sales task - it's an engineering problem that technical founders can solve with automated pipelines instead of traditional SDR teams.

The big picture: Traditional sales development relies on manual labor (what we affectionately call the SDR “body shop” model), but forward-thinking startups are now building software pipelines that scale more efficiently than hiring armies of SDRs.

How it works today: After finding initial product-market fit, founders typically:

  • Hire an experienced seller in their domain
  • Build out a team of SDRs to generate meetings through manual research and outreach
  • Scale linearly by adding more SDRs

The shift: Prospecting is becoming an engineering challenge that can be solved with four key tools:

  • Reverse IP lookup (Koala, RB2B) to identify website visitors
  • Email automation tools (Apollo) for campaign management
  • Text generation (ChatGPT) for personalized outreach
  • Integration platforms (Clay, Zapier) to connect everything

By the numbers: The traditional approach is inefficient:

  • Average readers spend just 26 seconds on articles
  • People receive 70-400 notifications daily
  • Manual prospecting requires laboriously researching each lead individually

The automation advantage: Modern prospecting pipelines can:

  • Instantly identify website visitors
  • Automatically enrich contact data
  • Generate personalized outreach at scale
  • Run continuously without manual intervention

What's next: The SDR role will evolve from manual prospecting to pipeline management:

  • Technical skills become more valuable
  • Process and product mindset is essential
  • Copywriting remains critical for templates

The bottom line: Founders should build cross-functional teams with both sales expertise and systems thinking. This shift will invert decades-long beliefs about selling, allowing companies to grow faster and more efficiently.

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