More capacity
Remove repetitive work where the judgment required is low, so experienced people can spend more time on decisions, customers, and teams.
AI Automotive Lab
Give people more capacity for the work that needs them.
The useful question is not what AI can do. It is what work no longer needs a person, and where that person's judgment, presence or relationship creates more value.
The business problem
Operators do not need another generic prompt class.
Managers and operators already know AI matters. What they need is a way to connect it to actual dealership and automotive work. That means useful workflows, practical guardrails, relevant examples, and enough operating context to decide when the tool is helping and when it is making the work less reliable.
What this builds toward
Useful capability the business can carry forward.
Better AI judgment
Help operators recognize where AI is useful, where its output needs review, and where a human should remain fully responsible.
Practical operating relief
Build workflows around real pressure points rather than asking teams to experiment with tools outside the work they already carry.
Repeatable use
Move from isolated experimentation to documented workflows, clear ownership, appropriate guardrails, and learning the business can keep.
Use cases by operator role
Start where pressure and judgment already meet.
The Lab does not force one workflow across every seat. It looks for the recurring work, context, and responsibility that make each role different.
General manager
Turn scattered operating inputs into a clearer view of what needs leadership attention and what can be delegated with confidence.
Fixed operations
Reduce administrative drag around capacity, communication, process documentation, and recurring service questions without flattening customer context.
Service advisor
Create useful support for preparation, follow-up, explanation, and documentation while keeping trust and accountability with the advisor.
Marketing
Build faster paths from operator expertise to useful customer communication without replacing the point of view that makes the business credible.
Automotive vendor
Strengthen account intelligence, enablement, research, and repeatable support around the dealership problems the product is meant to solve.
Leadership
Establish priorities, permissions, review standards, and responsibility before isolated experiments become an ungoverned operating layer.
The opportunity ladder
Build from dependable work toward informed anticipation.
Capability should grow with evidence. Start with clear work, preserve human review, and increase responsibility only when the business understands the quality and risk.
- 01
Do
Complete bounded, repeatable work where the inputs and expected output are clear.
- 02
Assist
Prepare, organize, summarize, or draft so a person can move faster with context intact.
- 03
Augment
Expand what an experienced operator can see, compare, and decide without replacing judgment.
- 04
Anticipate
Recognize patterns early enough to support a better response before friction becomes a larger problem.
Governance and trust
Care belongs in the workflow.
Customer data, permissions, DMS and CRM connections, vendor APIs, human review, and final responsibility all shape whether a workflow deserves to be used. Governance is not a fear message or a document added after the work. It is how the business protects trust while creating useful capacity.
Human Advantage means knowing what technology should carry and what still depends on context, empathy, accountability, and a person who can answer for the decision.
What participation includes
Built to be used, not just attended.
Participation centers on masterclasses built around real dealership problems, reusable blueprints and workflow examples a team can adapt instead of building from nothing, and implementation prompts that shorten the distance between an idea and a working process. Governance guidance travels with every workflow, and office hours give operators a place to bring the parts that do not fit the template yet. New operating plays are added as the work proves out.
Where this can lead
The Lab is built to stand on its own.
Some workflows are the whole answer. Others surface a problem that deserves more than a workflow, whether that is a dealer-specific pilot, executive advisory, a focused team workshop, or a larger implementation. The right next step follows the problem, not the other way around. The smallest engagement capable of real movement is always the one worth recommending first.
Lab participation
Founding cohort
The Lab runs as an ongoing membership, opening now through a 90-day founding cohort: two live working sessions each month, real automotive prompts and workflows, not lecture-style AI theory. Founding members help shape what gets built first.
Founding 25 pricing
Individual
$49/month
or $490/year
Planned rate after the founding cohort: $79/month.
Dealership / company
$199/month
or $1,990/year
Built for whole-store learning: leadership, sales, service, fixed operations, marketing, BDC and customer experience working from the same room instead of one person translating it back alone. Planned rate after the founding cohort: $299/month.
Founding pricing is grandfathered for as long as a membership stays continuously active. The Founding 25 is the first 25 paid memberships, not 25 individual seats: one dealership membership counts as one, even with a full team inside it.
Good to know
A few practical questions.
A practical place to begin