AI SEO or GEO building ideas

[tylernobi]

Eric's librarian analogy is perfect. The shift from "be the top result" to "be the source the AI references" changes the game for dealers. One thing I'd add: this same principle applies to on-site search, not just external search engines. If a shopper lands on your site and your inventory search only works through rigid dropdowns, you're forcing them to think like a database query. The dealers I've seen win are the ones making their on-site experience feel more like talking to a knowledgeable salesperson, where the shopper can express what they actually want in plain language. That's the same conversational paradigm that's making AI search engines outperform traditional ones.

 

[Joe Pracher]

The SEO narrative in automotive has gotten detached from reality. There are only 2 providers actually solving this problem....OneKeel and Horizon. We both do it differently but....there is only two that actually know what we are doing and aren't making up how to solve for this.

There’s a growing trend of oversimplifying the problem, positioning simple automation and dashboards as if they solve systemic visibility challenges. They don’t.

Modern search isn’t a content posting problem. It’s an infrastructure problem.

If you’re not operating with a full-stack content engine, one that includes:

• programmatic content generation at scale
• originality and de-duplication controls (not recycled LLM output)
• a unified intelligence layer informed by real dealership data
• integrated RAG pipelines for contextual accuracy
• continuous learning loops tied to performance signals
• and orchestration across all channels and endpoints

…then you’re not solving SEO. You’re just producing more noise, and content that does nothing to move the needle.

Schema alone isn’t a strategy.
Dealer-written content isn’t scalable.
Social posts don’t move organic search in any meaningful way.

Without a connected system that aligns data, content, and distribution in real time, results will be inconsistent at best, and misleading at worst.

The industry needs to stop pretending otherwise.

 

[MattCopley]

Google’s March 2026 spam update is live, and for dealers I do not think this is something to shrug off as just another routine rollout. Google describes it as a global spam update with a fast rollout window, but in automotive that can hit some very familiar weak spots fast… thin model pages, duplicate location content, stale promo pages, weak inventory descriptions, and other low-effort pages that have been hanging around too long.

I pulled together a breakdown here focused specifically on what this may mean for dealership websites and what teams should be checking right now:

March 2026 Google Spam Update: Protecting Your Dealership’s Search Rankings in 2026

March 2026 Google Spam Update: Protecting Your Dealership Search Rankings in 2026 | On the Horizon

Google’s March 2026 spam update is rolling out globally with a focus on content quality. Discover how automotive dealerships can stay ahead of the algorit

hrizn.io

A few things I think are worth paying attention to immediately:

• outdated specials and event pages still indexed
• repetitive or low-value model/research content across rooftops
• inventory and service pages that look auto-filled instead of genuinely useful
• weak local signals and neglected GBP activity
• lack of structured data and clean page organization

One of the bigger misses I still see in automotive is treating “spam” like only a technical SEO issue. It is also a content quality issue. If the page is not truly helpful, differentiated, and current, it is exposed. And when landing page quality drops, paid performance can get less efficient too.

Curious what others are seeing so far…

Anyone noticing movement yet in service pages, model research pages, VDP visibility, or local pack performance?

More to come as the March Core Update shakes out (currently underway).