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Notes on building GTM systems that compound.

Field notes from engagements with funded B2B teams. Frameworks, plays, and the occasional teardown.

GTM Engineering

AI Marketing

AI RevOps

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Your CRM doesn't have a data model. It has 400 fields.

The first thing we export on a RevOps engagement is the field list, not the pipeline. The shape is always the same: four hundred custom fields, forty that are filled, a dozen anyone reads. Here are the four decisions that turn a schema into a data model — and the deletion pass we run first.

CRM ARCHITECTUREDATA MODEL
Aug 6, 2026

The AI SDR that works doesn't send the email.

Every buyer asks whether an agent can replace an SDR. It is the wrong question. The agents still running a year after we shipped them share one trait — none of them press send. Here is how we scope one, and the rule that kills a third of what they produce.

AI AGENTSOUTBOUND
Jul 16, 2026

Most ABM programs are a list with a budget attached.

Show us your ABM program and nine times out of ten a spreadsheet opens. Two hundred logos, three tiers that entitle nothing, and a media budget. Here is what an account program looks like when it is engineered instead of launched — and the one metric we put on the wall.

ABMGTM ENGINEERING
Jun 18, 2026

The CRM is not the system. It's the system of record.

Every GTM team we meet treats their CRM like the engine. It isn't. It's the dashboard. Here's the architectural shift that separates teams that scale from teams that drown — and the four-question test we run on day one of every engagement.

CRM ARCHITECTUREREVOPS
May 14, 2026

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