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Field notes on revenue systems, data infrastructure, and AI that reaches production. Written from client work, not theory.

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An AI transformation roadmap for a 300–2,000-person company (12 months) - cover image

AI transformation

An AI transformation roadmap for a 300–2,000-person company (12 months)

Four quarters, one workflow at a time. The deliverables, the owners and the failure mode of each quarter, written for mid-market companies that cannot afford an enterprise timeline.

Why your CRM data quality decides whether AI works - cover image

Data & reporting

Why your CRM data quality decides whether AI works

AI multiplies whatever it is given. Six CRM data quality checks, each a number you can pull from Salesforce or HubSpot in an afternoon, that decide the outcome before any model runs.

AI transformation: the complete guide for mid-market technology companies - cover image

Guide

AI transformation: the complete guide for mid-market technology companies

What AI transformation is, what it is not, the four stages, the readiness test, a twelve-month roadmap, and the questions executives ask most. Written for 300–2,000-person companies running Salesforce or HubSpot.

The AI Readiness Health Check: 36 checks to run on Salesforce or HubSpot before any AI goes live - cover image

Guide

The AI Readiness Health Check: 36 checks to run on Salesforce or HubSpot before any AI goes live

An open checklist of 36 concrete, verifiable checks across data quality, data model, ownership, integrations, process, permissions, reporting lineage and AI prerequisites - with what to measure, why it matters for AI, and a scoring rule.

From pilot to AI-native: the four stages and how to know which one you’re in - cover image

AI transformation

From pilot to AI-native: the four stages and how to know which one you’re in

An AI maturity model for mid-market companies, mapped to Gartner, MIT CISR, BCG and Microsoft’s frameworks, with the one test that reveals your real stage and a ten-statement self-assessment.

HubSpot Breeze vs Salesforce Agentforce: which AI layer fits your revenue team - cover image

Ecosystem

HubSpot Breeze vs Salesforce Agentforce: which AI layer fits your revenue team

Breeze charges when an agent resolves or qualifies. Agentforce charges when an agent acts. Pricing, prerequisites and a decision rule by company size and system of record, current as of September 2026.

What is AI transformation? (And what it isn’t) - cover image

AI transformation

What is AI transformation? (And what it isn’t)

A testable definition of AI transformation, how it differs from AI adoption and digital transformation, why the IBM and Hackett definitions stop short, and the four stages every company passes through.

Is your Salesforce ready for Agentforce? A pre-flight health check - cover image

Salesforce

Is your Salesforce ready for Agentforce? A pre-flight health check

Switching on an agent now takes an afternoon and costs nothing on Enterprise Edition. Eight checks on records, permissions, process and credits that decide whether it should touch a customer.

The AI readiness checklist: 12 questions to answer before you buy another AI tool - cover image

AI readiness

The AI readiness checklist: 12 questions to answer before you buy another AI tool

Twelve yes/no questions across data, systems, process and people that predict whether an AI initiative reaches production. Under an hour, no vendor required, and “mostly” counts as a no.

Five ways to make sure your organization is actually AI-enabled - cover image

AI transformation

Five ways to make sure your organization is actually AI-enabled

Buying AI tools is the easy part. Five structural tests separate companies where AI ships from companies where it stalls - and most mid-market firms pass two.