By Brandon Burkman

brandonburkman.com | linkedIn.com/in/bburkman

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A note on this document: During my recent job search, I interviewed for a senior demand generation and marketing operations role where the core problem was clear: a depleted BDR team, 2,000 mid-market accounts, and no scalable outbound motion to cover them. The process ended before I had a chance to present my solution. So I built it anyway — because the problem is real, it exists at a lot of companies right now, and I wanted to show exactly how I’d approach it. This is that framework.

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Table of Contents

1 — The Problem

A depleted BDR team cannot scale outbound coverage across 2,000 mid-market accounts through manual effort alone — not without sacrificing speed, personalization, or the attention your highest-value accounts deserve.

Three forces are converging to create a bottleneck:

The answer is not to hire more BDRs. The answer is to build a system that handles mid-market outreach at scale — so your BDRs can focus exclusively on the accounts that require a human touch.

2 — The Solution: An AI-Assisted Outbound Engine

This framework proposes a mid-market outbound program that uses AI to automate the high-volume, low-differentiation work of prospecting — while keeping a human in the loop for every email that goes out the door, until the system earns the right to operate autonomously.

Core Design Principles

• Human-reviewed before send. No email is sent without explicit sign-off. This protects brand, deliverability, and compliance — and gives the system a structured path to earn autonomy.
• AI writes, humans approve, data decides. Claude generates the copy. A qualified reviewer QAs it. Behavioral intent signals determine who gets prioritized.
• BDRs go up-market, not out the door. This program is explicitly designed to free BDR capacity for Tier 1 accounts — not replace the function.
• Lean by default, scalable by design. The MVP is built on tools already in the stack. No new platform to procure, no lengthy implementation, no six-figure commitment required.

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What this program is NOT: This is not a spray-and-pray email blast. It is not a replacement for BDR judgement on complex accounts. It is not a tool that sends anything without human review — at least not initially. It is a precision instrument for a specific segment, built to prove itself before it scales.

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