GTM Engineering · Revenue Systems · AI Automation
The GTM engineering
resource and field notes.
Deep dives on GTM engineering — enrichment pipelines, outbound automation, Clay workflows, AI agents, and the systems that turn GTM strategy into actual pipeline. Written by someone building these in production.
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GTM Engineering Handbook
The technical stack behind modern revenue systems — CRM architecture, enrichment pipelines, outbound automation, attribution, and the infrastructure that separates scalable GTM from duct tape.
Building WiredGTM
A public build log of real GTM systems — enrichment pipelines, outbound infrastructure, CRM architecture. What works in production, what breaks, and the lessons from doing it live.
AI Engineering for GTM
How AI is reshaping the GTM stack — from AI research agents and personalization pipelines to LLM-powered enrichment and Claude-based automation that replaces entire tool categories.
Industry Signal
Where GTM engineering is heading — hiring trends, tool consolidation, AI disruption, and the market signals worth paying attention to.
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