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The Truth About SEO Acronyms

Stop Chasing LMNOPEO

Google is literally making fun of the SEO industry. Every year brings a new acronym, a new panic, and a new invoice. Here's why infrastructure beats tactics, and what actually works for dealership visibility.

FOR POSITIONING ONLY
The Acronym Graveyard

SEO → AEO → GEO → GSEO → LLMO → LMNOPEO... Same fundamentals, different invoices.

The Acronym Parade

Every Year, a New Acronym. Same Fundamentals.

Watch how the industry reinvents the wheel, over and over again.

SEO

1997

Search Engine Optimization

The original discipline. Create helpful content, structure it properly, earn trust over time. Still the foundation of everything that follows.

Still relevant

AEO

2019

Answer Engine Optimization

Featured snippets became a thing. Vendors repackaged "write clear answers to questions" as a new specialty requiring new budgets.

SEO with extra steps

GEO

2024

Generative Engine Optimization

ChatGPT launched. Suddenly everyone needed to "optimize for AI" even though AI systems reward the same helpful, structured content Google always has.

SEO for AI panic

GSEO

2024

Generative Search Engine Optimization

Wait, is this different from GEO? Nobody knows. But it sounds technical enough to justify a conference talk and a new line item.

GEO with extra letters

LLMO

2024

Large Language Model Optimization

For vendors who wanted something more technical-sounding. Same advice: write helpful content. New acronym: new invoice.

GEO for engineers

LMNOPEO

2025

Google's Official Parody

Danny Sullivan at Google literally made this up to mock the industry. And yet... vendors started selling it anyway. You can't make this up.

Google trolling everyone
Follow the Money

Why Vendors Love New Acronyms

Let's be honest about the economics. A new acronym means new products to sell, new conference talks to give, and new reasons for clients to pay for "specialized" services.

New Product to Sell

Every acronym becomes a new service offering with its own price tag.

New Panic to Exploit

"If you're not optimizing for [acronym], you're falling behind!"

Same Fundamentals

The tactics barely change. The invoices definitely do.

The Fundamentals

What Google Actually Wants

"Create helpful, reliable, people-first content."

— Google Search Guidelines

That's it. That's the entire strategy. Everything else is implementation details.

Real Expertise

Content written by (or with input from) people who actually know the subject.

Proper Structure

Schema markup, clear headings, logical organization.

Consistent Publishing

Not one viral post, but sustained effort over time.

Local Relevance

Content that serves your actual market, not generic filler.

None of this requires a new acronym. It requires a system.

The Content OS Answer

Infrastructure, Not Tactics

The businesses that win don't chase acronyms. They build systems that produce helpful content consistently, regardless of what the industry calls it this year.

Systematic Topic Discovery

Find what your market actually searches for, not what vendors think is trendy.

Structured Content Creation

Works for search engines and AI systems alike. No separate optimization needed.

Governance & Quality Control

Every piece meets your standards. Every time.

For Automotive Retailers

What This Means for Your Dealership

Your customers are searching. Whether they find answers in Google's blue links, an AI Overview, ChatGPT, or Perplexity doesn't change what you need to do.

What Your Customers Search For:

Service information ("when to replace brake pads")

Model comparisons ("CR-V vs RAV4")

Local options ("Toyota dealer near me")

Buying guidance ("lease vs buy")

The Dealerships Winning in 2026

They're not the ones who hired a "GEO specialist." They're the ones who built content systems that produce helpful answers to real questions, week after week, month after month.

Stop chasing acronyms.

Start building infrastructure.

Diverse team of dealership professionals standing together
Diverse team of dealership professionals standing together
Don't Wait

Build Before You Need To

The teams gaining ground aren't reacting faster. They're operating with more intention, clarity, and leverage.

That difference compounds.

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