Writing

Notes from the field.

Short pieces on what we're seeing in frontier AI adoption — what's working, what isn't, and what we wish someone had told us earlier.

Latest

Latest writing

Research · v1.1

The Vertical AI Workforce Map

Research

A living catalog of the companies competing for labor budgets across legal, healthcare, finance, sales, operations, public sector, and insurance.

Brief · 7 min

Company Brain: build an operating map, not another search box

Operations

A practical brief on turning scattered company knowledge into source-linked workflows, owners, contradictions, freshness, and confidence.

Framework · 8 min

AI Agent Design Framework: start with the workflow, not the agent

Agents

A practical method for designing bounded, tool-using, evidence-producing AI workers inside controlled business workflows.

Essay · 9 min

AI consulting cost for SMBs: a pricing breakdown

Pricing

Hourly, project, and retainer ranges that SMBs actually pay in 2026 — what drives the price, what the lowest quote usually skips, and a five-question checklist for evaluating one.

Essay · 8 min

AI governance checklist for regulated industries

Governance

Twelve items grouped into the four things compliance and finance actually ask about: policy, audit, evaluation, and operations.

Essay · 9 min

Evaluating frontier LLMs for production

Evaluation

The artifact that distinguishes a system you trust from a demo you hope works — a practical guide to building a production eval set.

Essay · 8 min

AI consulting vs in-house build: a decision framework

Strategy

Five questions and three failure modes for SMBs choosing between hiring an AI consultant and building the capability in-house.

Template · 7 min

Quarterly AI program review template

Operations

One page per workflow, eight sections, same headings every quarter. The boring artifact that keeps an AI program legible to the board.

Essay · 6 min

5 signs your team is actually ready for an AI pilot

Operations

Readiness isn't about infrastructure or budget. It's about whether you can answer five specific questions about the workflow you want to change.

Essay · 7 min

What SMBs get wrong about AI ROI

Strategy

The ROI case most consultants make is wrong in the same three ways. Here's what a defensible one actually looks like.

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