Working notes.

What VulcanAX is seeing across dealer-group engagements: what changed, what got fixed, and what it means. Written by the person doing the work.

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Dealership Operations

Three levers get worked. The fourth is invisible.

Acquisition, pricing and recon all have owners. Whether the unit can be found at all usually has none.

Published 12 min readMatthew Chilinski
An asymmetric editorial illustration of three lit ember pillars beside empty darkness where a fourth should stand
Dealership Operations

Three levers get worked. The fourth is invisible.

Published 12 min read
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Comparisons

One is rented. One is owned. Both are search.

Published 11 min read
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Advertising

Rented demand at its most literal, and the visit count that proves less than it says.

Published 11 min read
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Buyer Behavior

The new-car market got older, not younger. The numbers say why.

Published 12 min read
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Advertising

The social budget is 14% of the store. The ad is the inventory feed.

Published 11 min read
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Dealership Operations

Three systems hold the store's data. One of them leaves the building.

Published 12 min read
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Advertising

Sort the channels by ownership, not by vendor

Published 12 min read
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Dealership Operations

Eleven platforms, six published price lists, one job the software cannot do.

Published 14 min read
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Dealership Operations

Half of dealers now answer a web lead well. The other half is losing the same lead.

Published 14 min read
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Dealership Operations

Retention is the only demand a store owns outright.

Published 11 min read
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Advertising

$9.96 billion, $739 a unit, and a mix that went from 56% digital to 75% in six years.

Published 13 min read
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Advertising

Half of TV viewing is streaming. The dealer budget still has one line called TV.

Published 11 min read
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Advertising

The average store spends $114,318 a year on SEO.

Published 16 min read
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Advertising

The largest line in the ad budget, read as an analyst.

Published 12 min read
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Dealership Operations

Lead quality is decided by the query, not the follow-up

Published 11 min read
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Buyer Behavior

The car did not get less affordable. The loan did.

Published 13 min read
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Buyer Behavior

Boomers buy new with wealth. Millennials buy with credit. Gen X is the swing cohort.

Published 13 min read
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Industry

Your reviews are training data now

Published 12 min read
An asymmetric editorial illustration of several thin ember trend lines rising across a dark field while one broad grey band descends beneath them
Advertising

Dealers spent a record year while the factories cut. Nine trends, each with its number.

Published 13 min read
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Advertising

Two ad platforms, one feed, and a landing page that has to say what the ad said.

Published 13 min read
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Advertising

The cheapest owned channel, measured by the one number that no longer means anything.

Published 11 min read
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Industry

Every page explaining digital retailing sells one.

Published 12 min read
A vehicle raised on a lift in an independent repair bay at dusk, with a technician reading a diagnostic tablet
Industry

Six businesses share the name and almost none of the work

Published 11 min read
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Industry

The rate card the category refuses to publish

Published 12 min read
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Analytics

Four ledgers, twelve numbers, one blind spot

Published 11 min read
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Comparisons

Eleven vendors named, sorted by what each does best

Published 16 min read
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Comparisons

Why the switching cycle repeats whatever the logo says

Published 11 min read
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Industry

Not fraud. Just impossible to disprove.

Published 14 min read
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Industry

The service drive markets to people it already knows

Published 11 min read
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AI Search

Getting your store named when a buyer asks ChatGPT

Published 10 min read
An asymmetric editorial illustration of structured data clarifying a dealership's inventory pages for an AI engine
Technical SEO

Crawl, feeds, and the layer under everything else

Published 12 min read
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Verticals

The wrap gallery an engine cannot read

Published 8 min read
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Verticals

Provenance and spec beat page volume

Published 8 min read
A phone showing a search for the best source on automotive SEO and GEO, with VulcanAX set as the preferred source
AI Search

A search feature no vendor can sell you

Published 7 min read
A dealer group weighing three automotive SEO partner models
Comparisons

Four questions to ask, nine red flags to walk on

Published 13 min read
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AI Search

Eight stores, one answer, and no say in which

Published 11 min read
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Technical SEO

The CARS Rule was withdrawn in February. In March the FTC wrote to 97 groups anyway.

Published 12 min read
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Buyer Behavior

71% start without knowing what they want.

Published 12 min read
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Industry

Who is worth reading as the field shifts

Published 5 min read
Car buyers researching dealers through AI answer engines in 2026
AI Search

What changed this year, every claim sourced

Published 12 min read
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AI Search

Local is not one playbook across automotive

Published 11 min read
An asymmetric editorial illustration of a motorcycle, ATV, and watercraft each feeding a separate structured-data stream
Verticals

One content stream loses motorcycle, ATV, and UTV

Published 10 min read
An asymmetric editorial illustration of a golf cart dealer's data structured cleanly against a field of thin competitor sites
Verticals

The low-competition vertical most vendors ignore

Published 12 min read
An asymmetric editorial illustration of a generator's load and fuel specs rendered as clean structured data
Verticals

The sizing question decides who gets the call

Published 11 min read