Insights

GTM thinking from the trenches

Practical writing on outbound systems, account-based marketing, and pipeline operations — from practitioners, not theorists.

Marketing

April 11, 2026 · 9 min read

Signal-Based Outbound vs Traditional Lead Gen: What B2B Teams Need to Know

Signal-based outbound targets accounts when they

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Marketing

April 25, 2026 · 8 min read

Clay for Outbound: How B2B Teams Use Clay to Build Signal-Based Pipelines

See how B2B revenue teams use Clay to run signal-based outbound at scale. A Clay outbound agency perspective on what works and why. Get the breakdown.

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Marketing

April 18, 2026 · 8 min read

How to Build an ABM Program for B2B SaaS: A 7-Step Framework

Learn how to build a real ABM program for B2B SaaS — from ICP and account selection to signal-based targeting and pipeline reporting. See how it works.

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Marketing

April 4, 2026 · 9 min read

What Is GTM Engineering? A Guide for B2B SaaS Teams

GTM engineering builds the outbound systems, signals, and infrastructure B2B teams need for consistent pipeline. Here's what it is and how it works.

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GTM Strategy

March 10, 2025 · 8 min read

What Is a GTM Engineer? The New Revenue Role Redefining B2B Sales

GTM engineers sit at the intersection of sales, marketing, and data. Here's exactly what they do, why the role exists now, and whether your company needs one.

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Account Intelligence

January 15, 2025 · 9 min read

The 4 Buying Signals That Actually Drive B2B Pipeline (And How to Automate Them)

There are hundreds of intent signals. Most are noise. These four consistently correlate with pipeline from outbound — and how to capture them automatically in Clay.

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Outbound Systems

February 20, 2025 · 7 min read

Clay vs. Manual Research: The Real ROI Calculation for B2B Outbound

Clay has a real cost and a learning curve. Here's how to calculate whether it makes sense for your outbound volume — with actual numbers, not hype.

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CRM & RevOps

April 15, 2025 · 7 min read

HubSpot Configuration Mistakes That Kill Outbound Attribution

If your CRM can't tell you which outbound activity generated pipeline, you're flying blind. The 6 setup mistakes we fix in every engagement.

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ABM

May 8, 2025 · 10 min read

Why ABM Fails for Most B2B SaaS Companies (And What to Do Instead)

ABM isn't a tool — it's a motion. Most teams fail because they try to run ABM without the prerequisites in place. Here's the honest framework.

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GTM Strategy

June 3, 2025 · 9 min read

The Referral Trap: What Happens When You Scale Off Warm Intros

Referral-dependent growth feels great until it doesn't. The warning signs that your pipeline is fragile — and what to build before the tap runs dry.

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