RESEARCH
Research from the operating edge.
Practical research on AI integration, dealer operations, service workflows, economics, governance and deployment — shaped by the problems real operators face.
FEATURED RESEARCH
A curated place to begin.
DEALER OPERATIONS
The dealer is the operating context.
Service, parts, warranty, customer communication and finance are connected work. The useful AI question is not “where can we add a tool?” It is “where does the operation lose visibility, time or money between handoffs?”
Our dealer research starts there: with the work as it exists, the economics around it and the controls people need before automation earns a place.
EXPLORE
Guides for decisions. A library for depth.
Practical questions before you build.
Audits, pattern choices, pilot scoping, human control and applied workflows.
Browse Guides 02 / LIBRARYA deeper applied AI reference.
Long-form work across fundamentals, delivery, economics and scenarios.
Open the Library 03 / BUILD PLAYBOOKHow systems move into production.
Scoping, architecture, guardrails, measurement and operating discipline.
Explore PlaybookLIBRARY CATEGORIES
Four lenses on applied systems.
- Fundamentals →Concepts, architectures, memory, reasoning, evaluation and governance.
- Build Playbook →How applied AI is scoped, designed, controlled, measured and operated.
- Economics →Costs, returns, operating models, capital and measurement.
- Scenarios →Teaching situations that make operating patterns easier to see.