Tech Talks.
Practical notes on automotive retail demand: inventory merchandising, vehicle detail pages, trade-in and lead quality, service bookings, parts and accessory attach, and getting quoted by answer engines — written for the teams who have to ship the change.
43 published
All insights
- Published
- 43
- Desks
- 5
- Format
- field notes
- Read time
- 4–9 min
43 published
All insights
Inspect what you expect: the accountability cadence behind the KPI
The 90-day triage plan covers the rescue. This is what happens on day 91 and every month after: one metric dictionary, a KPI tree, a weekly decision, a pilot that gets read out, and a tool audit on a calendar.
Hire the designer who can code, or rent one forever
A static mockup cannot carry behavior, state or latency, so somebody guesses, and somebody reworks. The hybrid designer-developer is the cheapest form of certainty on the roster, and almost nobody is paying for it properly.
The program, not the pep talk: internal enablement that survives a staff change
Argued already that a tool is nothing without the education to guide it. This is the build: a role map, a one-page SOP format, a 30/60/90 training ladder and the vendor support terms that make it stick.
Buying the tool: a vendor evaluation framework that survives the demo
Three vendors, three demos, all of them integrate with your DMS. A scored framework, an integration reality test and a contract checklist that tells you what you are actually buying before the pilot becomes a renewal.
The agent manager: nobody has managed this before
Forty percent of enterprise apps will carry task-specific agents by the end of 2026, and almost nobody has been trained to supervise one. The four levels, the parallel-agent skill, and the escalation contract your org chart is missing.
The duplicate stack: an audit that finds what you are paying for twice
Forty-one tools, nineteen actual jobs, eleven jobs with more than one owner. The consolidation audit is a register, four tests and an order of removal, and its real output is not savings. It is a stack small enough that one person can be accountable for it.
The traffic you cannot see: first-party data, identity tiers and CDP activation
Analytics calls most dealer sessions new. An identity layer can attach roughly 40 percent of otherwise anonymous traffic to a person, a household or a vehicle. What that number does and does not mean is the whole argument.
Vibe coding: the gate was syntax, and it is gone
For seventy years software cost either capital or syntax. Both gates are open now, tens of millions of projects exist, and the constraint has moved to the one thing AI cannot compound on our behalf: judgment.
Good is the minority: dealer site speed, Core Web Vitals, and the script tax
Across a sample of more than 3,300 dealer domains, most pages fail the field thresholds on mobile. The cause is rarely the platform. It is the number of things we asked the page to load.
Token minimizing: price finished work, not tokens
Per-token prices fell about 98% since 2024 and corporate AI bills still rose. The spend is not in answers, it is in agents re-telling the problem — so the unit that matters is cost per finished task.
A department of one
He prototypes every page himself, reproduces the pattern per manufacturer across more than a dozen franchise programs, and ships creative that used to take a team and most of a year. The output is visible in an afternoon. The judgment that decides what it says is not visible at all, which is why the hallway says he is not working.
There is no AI marketing department to hire. There is a stack you assemble.
Every vendor claiming to replace a marketing team is selling a seat license. Here are the five jobs underneath the category, which product does each one credibly today, where Claude earns a permanent seat as the review layer, and the four questions that keep the gate shut.
The premature trade: what commission does to a service-drive conversation
A technician who notices a customer sitting on equity is holding a real signal, and the store is right to want it. Paying for the delivered unit rather than the completed handoff is what turns that signal into a pitch delivered before the diagnosis is explained. What the pay plan should actually buy, and the four numbers that prove it worked.
Five dealership posts that actually moved numbers
A sourced read of the best-performing dealership posts in the last verified window: one supercar unveiling, two absurdity Reels, a tyre alligator and a payday joke. Five posts, five different reasons the denominator held up.
Email in the AI inbox era: what Adobe's case means on a rooftop
Adobe's argument for Journey Optimizer is a vendor case, and we read it as one. Underneath the positioning sit three claims a dealership can test this quarter, and one flywheel diagram worth stealing.
The tool was never the talent: AI is nothing without the education to guide it
Ninety-five percent of enterprise AI pilots go nowhere, and the reason is not the model. The capability is jagged, the confidence is miscalibrated, and the only thing that tells the two apart is a person who has done the work long enough to know what right looks like.
The ninety-day reopening: how a renovated dealership becomes local news instead of a Saturday
A reopened building is genuine local news for about six weeks. Here is the ninety-day arc, the radio remote and newspaper supplement plan that carries it, the budget shape, and the measurement spine that makes traditional media defensible.
The perimeter problem: how to draw a geo-fence that pays, and why Performance Max is the only campaign type that can hold it
A radius around the store is a guess with a media budget attached. Here is the three-layer method for drawing a demand-based drive-time perimeter, the marginal arithmetic that ends it, and why Performance Max is the only Google campaign type that can operate inside a fence this precise.
What a credentialed sports creator actually costs, season by season
Locker room access is not a media buy. Here is what a season of NBA-adjacent content costs nationally, the twelve terms a contract needs, and the two-column dashboard a general manager should sign off on before a dollar moves.
Borrowed credibility beats manufactured attention: why the OEM-mirroring short wins
A brand-consistent short with live influencer capture at a sponsored event borrows equity that already exists. A zombie dance in the service drive has to manufacture attention from nothing, keeps none of it, and teaches the algorithm to show your inventory to people who will never buy.
Why metadata matters more now than ever
Metadata used to be snippet decoration with a human always waiting at the end of the chain. Retrieval, comparison, quotation and routing now all happen before anyone renders your page, which makes the cheapest work on the site the layer that decides whether you exist.
One direction, no frames: the inventory photography standard nobody enforces
Forty individually acceptable photographs can make a useless catalog. Consistent hero angles and overlay-free images are what turn a search results row into a comparison a shopper can actually perform, and it costs paint on the floor and a printed checklist.
Audit your own site first, then call the agency
Most dealership briefs arrive as a feeling and hand the agency the framing along with the invoice. A week of checks you can run with a browser and your own logins turns the first call into strategy, and makes you the kind of buyer a good agency can actually help.
No creative ships unsigned: why publishing past compliance and SEO is unprofessional
Every other function in a dealership has a signature before a customer sees the work. Website creative is the one place a claim can go live with nobody accountable, in a channel that carries regulated claims and permanent URL consequences.
AEO is the Wild West, which is exactly why it is worth riding into now
Answer engine optimization is in its 2003 phase: no documentation, no error bars, and a vendor for every theory. The tactics being sold as rules will not survive, but six invariants already behave like law, and the stores that build on them will own the citations.
Mirror the machine: what Audi and Volkswagen get right about platform change
When a manufacturer rebuilds its content platform on Adobe Experience Manager and starts reviewing dealer page additions, the store sees overhead. It is actually a free information architecture and a free QA function, if you copy the right four things and run the review gate as release management.
The mailer tradition: what sales and service actually get for the money
Mailers are not a marketing tactic in automotive retail so much as a funding mechanism with a print schedule bolted on, which explains how they are bought, approved and never measured. What the sales side and the service side each get for the money, and the holdout test that settles the argument.
In-house email: the only audience you own
In-house email still works because it is the only channel where the dealer owns the audience: past buyers, service customers and unconverted leads. What changed by 2026 is that the inbox enforces identity and restraint, the metric everyone reports has been unreliable since 2021, and the platform you pick decides what you can actually measure.
Recalls are your cheapest retention campaign. Prove it.
Recall repairs are paid work from customers who already bought from you, and every one of them is a trade-in conversation with a service history attached. The industry leaves roughly a third of them uncompleted. The measurement is not exotic: list quality, a campaign code per touch, a recall code on the repair order, and a holdout.
The DMS is the database nobody audits
Your best sales and service offers are a join between DMS records nobody audits: one household living as four customers, mileages split across duplicates, consent nobody updated. Equity mining is a records problem before it is a sales tactic.
Your departments are fine. Your data isn't.
Sales, service and parts each bought their own tools and their own version of the truth. Clean records underneath and honest metadata on top are the only things that make any department’s effort compound.
Spray and pray went upstream
GM requires attribution reporting from dealer campaigns before it reimburses them. Its own national flights still arrive with no landing page, no capture and no survey, leaving stores to reconcile exposure with sold units on faith.
The service drive is a Google listing now
AI Overviews on local queries, assistants quoting your hours, and 97% of buyers reading reviews have turned the Google Business Profile into the real storefront for service and parts — and often the first page a buyer sees before they ever open your inventory. Most stores still run it as sales-side housekeeping.
Nobody deletes anything: the stale page problem lands on your team
Managed dealer platforms are built to add pages and priced around adds. Removal becomes a ticket, a statement of work or nobody's job at all, and the archive that results is a web-operations function most groups have never staffed.
Amazon is the audit you keep postponing
Amazon's automotive department is now a $13.7 billion business, and marketplaces absorb roughly half of U.S. online parts revenue. The argument is not whether to sell there. It is what the attempt reveals about your fitment data.
Paid social for parts: where it works, where it quietly burns margin
Meta and TikTok can sell vehicles, lighting, accessories and service bookings. They cannot fix a catalog that fails to say what fits a truck. A working model for paid social in automotive retail, with the benchmarks that decide it.
Google Ads, schema and the AI competition in automotive retail
What structured product, vehicle and fitment data actually changes inside the auction, where AI genuinely outcompetes a national chain, and the order in which the gains arrive.
The 2009 stack is a 2027 liability
Your platform still works. That is the problem. Answer engines do not grade you on uptime, they grade you on whether they can read your inventory at all.
Six stores, one auction: how regional marketing makes same-brand dealers cannibalize each other
A regional office is judged on participation and share of voice. A store is judged on cost per unit sold. Give six same-brand rooftops in one metro the same approved campaigns, the same co-op funds and the same keywords, and both scorecards turn green while the market buys the same demand six times. Why the cannibalization is structural rather than malicious, and the one split that stops it.
Fitment data is your real SEO strategy
ACES and PIES stopped being back-office plumbing the moment assistants started answering “will this fit my truck” without a click. The same missing data decides whether your used inventory gets quoted at all.
How to get cited by ChatGPT, Gemini and Perplexity
Six structural changes that decide whether an assistant quotes your vehicle listing, your service page or your parts page instead of a marketplace listing.
AI Max, AI Brief and the Google SEM stack you are about to be migrated onto
Google quietly turned Search campaigns into an AI layer, then made the migration mandatory. What actually changed, and which free classes teach it.
A 90-day triage plan you can run without a replatform
If the platform replacement is stuck in committee, here is the order of operations that buys you time and proves the thesis with numbers.
The brief
One email when a platform actually changes the rules.
New analysis, plus the moments Google or an assistant quietly changes how inventory, service or parts get found. No newsletters about newsletters.