Field Notes
The blog
Notes on building AI-native commercial systems for life sciences, and on selling into a market that runs on trust.
One Operator, Many Roles: What an AI-Native Commercial Engine Replaces
Traditional commercial growth needs a stack of tools and several hires. What an AI-native engine actually replaces — the seams between them — and what it deliberately doesn't.
Market Intelligence Is a Habit, Not a Report
A report is a snapshot of a moving target. Why the teams that win treat market intelligence as a living habit wired into daily decisions, not a one-time deliverable.
ai-automationBuild-Along, Not Build-For
Three ways a partner leaves you with technology: rent it, hand you a black box, or build it alongside you. Why build-along transfers capability instead of creating dependency.
aiAI Without Methodology Is Just Faster Spam
AI can send a thousand messages before lunch — which is the problem. Why methodology has to come first, and what "amplify, don't replace" really means.
methodologyLike, Trust, Habit: The Real Job of a B2B Touchpoint
Every touchpoint has a job. The Like, Trust, Habit framework explains why a single cold ask fails — and what a touchpoint should actually do at each stage.
methodologyClosing Means Summarizing, Not Asking
The strongest close isn't a question — it's a summary. Why the pressure model breaks trust in life sciences, and how the Six Steps lead naturally to alignment.
aiYour CRM Is a Habit Tracker, Not a Database
Treated as a database, a CRM rots. Treated as a habit tracker, it becomes the most honest record of your commercial discipline. A reframe — and why AI makes it matter more.
intelligenceSignals, Not Lists: Rethinking the Target Account
A static target list is out of date the moment it is exported. Why the strongest commercial teams in life sciences work from live signals instead.
methodologyWhat "Account-Based" Actually Means in Life Sciences
Account-based is not a channel or a tool — it is a decision about focus. What it really means to treat an account as the unit of work in life sciences.
ai-automationThe Difference Between a Tool and a System
Buying another tool rarely fixes a commercial problem. The teams that pull ahead build systems — repeatable, documented, and able to improve every time they run.
methodologyWhy Most Life-Science Outreach Never Earns a Reply
Most outreach fails before it is sent — because it asks for time it has not earned. Here is what a touchpoint is actually for, and how to make each one count.
build-logWhat a Saturday Morning, Coffee, and a $20/Month Subscription Can Build
Saturday morning, three AI sessions running in parallel, 12 files created, 37 modified, 10+ new capabilities. All powered by a $20/month Windsurf subscription and coffee. Here's what we built.
Next step
Bring us your market. We'll show you the system.
Every engagement starts the same way: one working session on your market, your buyers and your goals, before anyone proposes anything.