Writing
Essays fromthe floor.
Operator notes on acquisition, trust, and the systems that compound — written for GMs, UCMs, and the people who actually run stores.
AI search
Why AI can't cite your VDP — and what it's costing you
Structured data, canonical stability, and the invisible tax dealers pay when ChatGPT and Perplexity skip their inventory.
4 min read→Acquisition
Service drive is a search problem, not a sales problem
Why strong acquisition programs look like SREs at work, not appraisers with clipboards.
4 min read→Appraisal
The Look-to-Book number every dealer should track
You know your close rate on retail. Do you know your close rate on appraisal? That gap is still under-measured in used-car acquisition.
2 min read→Trust
The digital trust audit: what your store looks like before a customer walks in
Many shoppers form a dealer preference before they call. If you have not audited what they see, you are running blind.
2 min read→AI search
Dealer AI schema: the boring work that decides if ChatGPT names you
Structured data is one of the machine-readable inputs models can use. In audits I have run, broken or missing schema is common enough to treat as a design problem, not a marketing problem.
2 min read→Digital transformation
What paperless actually taught me about dealer operations
Helping lead an early end-to-end paperless transaction was never about the PDF. It was about removing friction that operators had learned to live with.
2 min read→
Visual Doctrine
The argument,made visible.
Four graphics that carry the same doctrine as the essays above — acquisition, ownership, and what actually survives contact with the market.
01
Acquisition
The Best End User cover concept: trust, truth and decisiveness determine who acquires each vehicle.
02
What survives the market
Friction stops at the market. Trust, truth, clarity, appraisal and acquisition pass through to ownership.
03
The ownership equation
Acquisition force compounds. Fear, ambiguity and hesitation divide it. The market records the result.
04
From trust to acquisition
A visual hierarchy connecting ground truth, clarity, appraisal and the acquisition decision.