Automotive SEO for the AI-search era.

Working notes on dealer-group visibility: AI answer engines, cannibalization, schema discipline, and what actually moves rankings in 2026. Written by the person doing the work.

Car buyers researching dealers through AI answer engines in 2026
AI Search

Automotive SEO in 2026: what changed, backed by the data

AI answer engines now shape how car buyers find dealers, and most dealer groups can't see it in their analytics. What changed in automotive SEO for 2026, with the sources to prove it.

Jun 18, 20269 min readMatthew Chilinski
A dealer group weighing three automotive SEO partner models
Comparisons

Evaluating an automotive SEO agency for your dealer group

A vendor-neutral way to evaluate an automotive SEO and AI-visibility partner in 2026: the three models on the market, what each is built for, and the questions that separate them.

Jun 17, 202611 min read
Three paths diverging from a managed platform, illustrating dealer-group SEO alternatives
Comparisons

Managed platform SEO alternatives for dealer groups

Looking past Dealer.com, DealerOn, or Dealer Inspire managed SEO? The three honest paths for dealer groups in 2026: what each covers, what it costs, and who should move.

Jun 16, 20268 min read
AI Search

How AI Search Is Changing Automotive SEO

Buyers research vehicles through ChatGPT, Perplexity, and Google AI Overviews before they ever reach your site. The visibility surface moved, but most automotive playbooks stayed put.

Jun 7, 20266 min read