The GTM Engineer Podcast

AI Should Write Your Follow-Ups ft. Charles Ellenburg


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In today's episode, I chat with Charles, GTM engineer at Octave, about building AI messaging engines with rich context libraries instead of brittle prompts scattered across Clay tables. 

We explore his creative follow-up automation for a sales team drowning in 10-12 daily demos - using LLMs to parse call transcripts for pricing, next steps, and package details, then feeding runtime context into Octave to generate high-quality follow-ups that maintained inbound momentum (plus re-engaging stale September/August deals with end-of-month discounts). Charles shares his journey from SDR searching for the "next Salesforce admin" opportunity, discovering Clay early enough to stand out, joining Clay Bootcamp with Nathan Lippy, working at The Kiln , and joining Octave six months ago. He predicts legacy brands like Target and Walmart will adopt GTM workflows, more open-source alternatives (like N8n to Zapier) will emerge, and high-quality AI use cases will stand out from inevitable AI slop. Charles' advice: consume vast learning materials, use tools in your current SDR role immediately, and DM people - everyone's surprisingly down-to-earth and willing to help.

Enjoy 🙂

(00:00) Introduction to Outbound Wizards 
(00:32) What Octave Does and Context Library Approach 
(02:25) Client Base: Startups to 1000+ Employee Orgs 
(04:19) Customer Story: Automating Demo Follow-Ups at Scale 
(05:34) Re-Engaging Stale Deals With Transcripts 
(06:44) Inbound Use Case > Cold Email Blasting 
(08:10) Journey from SDR to Clay Bootcamp to The Kiln 
(09:27) Six Months at Octave (Time Flies) 
(10:41) Future Predictions: Legacy Brands Adopting GTM Tools 
(11:45) Open Source Disruption Coming (N8n Moment for Clay?) 
(13:04) AI Slop vs High-Quality AI Use Cases 
(14:53) Advice: Consume Content, Use Tools Now, DM People 
(15:39) GTM Cafe Calls and Community Resources 
(16:41) Closing and Contact Information

🔗 CONNECT WITH CHARLES
 
👥 LinkedIn
💻 Website 

🔗 CONNECT WITH SAURAV
 
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🐦 X (Twitter)

📸 Instagram

💻 Website

👥 LinkedIn
📧 Email - [email protected]

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The GTM Engineer PodcastBy Saurav Gupta