Wabi Sabi Studios — Generative Engine Optimization for Powersports Dealerships in the US and Canada

Wabi Sabi Studios helps ATV, UTV, and side-by-side dealerships get recommended by AI search engines. In testing across 30+ North American dealerships, we found that ChatGPT, Perplexity, and Google AI Overviews consistently cite the same small group of dealers in each market — while most local dealerships never appear at all. We fix this gap by restructuring how your website communicates with AI engines, so they recognize and recommend your dealership by name. Our $49 diagnostic audit shows you exactly where you stand across every major AI platform.

Powersports / AI Search / North America

When someone asks ChatGPT "best UTV dealer near me" — your competitor shows up. You don't.

Your buyers are asking AI for dealer recommendations before they ever open Google. If AI isn't sending them to you, they're walking into someone else's showroom.

What AI Shows Buyers Right Now

"Best UTV dealer in [your city]"

❶ Same competitor — cited every time
❷ A national chain
❸ A 3-year-old forum thread
Your dealership? Not in the set.

AI picks a few dealers and sends them buyers. The rest get nothing. We get you into that set.

* The $49 audit shows exactly who's getting your buyers, why AI prefers them, and what to change to replace them. Delivered in 48 hours.

If your dealership isn't in that small set AI keeps recommending, here's what happens:

No website visit.

No phone call.

No walk-in.

You don't lose the sale at closing — you lose it before the buyer even knows you exist.

If just 1 buyer a month goes to a competitor because of this, that's $8,000–$25,000 in revenue you never had a chance to earn. Not lost at the desk. Lost before they ever pulled into your lot.

AI Market Share Calculator

*Calculated on a conservative 10% AI Market Defection rate.

Enter your margin and monthly volume to see what AI invisibility is costing you.

The Reality Check

AI doesn't list every dealership. It selects a few — and repeats them.

We tested 30+ powersports dealerships across the US and Canada. Here's what we found:

AI does recommend dealers. But it recommends the same few names over and over — regardless of who actually has better inventory, pricing, or service.

Most local dealerships never appear at all.

If you're not in that small set AI keeps citing, you don't exist to AI-assisted buyers.

We make sure you're one of the few it recommends.

Try these yourself — right now

"Best UTV dealer in Houston Texas"

→ ChatGPT names the same 3 dealers every time. Is your dealership one of them?

"Where to buy a side-by-side in Ontario"

→ Perplexity cites one dealer and a blog. Everyone else is invisible.

"ATV financing near Denver Colorado"

→ Google AI Overview shows a national lender. No local dealers cited.

Open ChatGPT right now. Ask about your city. See who shows up — and who doesn't.

5

AI Engines We Test

ChatGPT · Perplexity · AI Overviews · Copilot · Claude

30+

Queries Per Audit

Brand, city, category, financing, inventory

2–6 wks

To First AI Citation

After GEO deployment

$49

To See Your Score

Async Loom delivery

Your Current Agency vs. Us

Your SEO agency doesn't know AI search exists.

✕ What Your Current Agency Does

Old SEO Playbook

— Tweaking keywords and meta tags that AI engines ignore

— Your dealership doesn't show up in ChatGPT at all

— Perplexity doesn't even know you exist

— Still optimizing for 10 blue Google links — buyers are skipping those

— You wait 6 months and still can't measure ROI

✓ What We Do

We Make AI Recommend You

— We structure your site so AI engines can read and cite it

— Your dealership shows up by name when buyers ask ChatGPT

— We get you cited in Perplexity, Copilot, and Google AI Overviews

— Results start showing in 2–6 weeks, not 6 months

— Everything ships async — no calls, no waiting on your end

How It Works

Three steps. One Stripe checkout.

01

Buy the $49 Diagnostic

One Stripe checkout. No forms, no calls, no "let's schedule a discovery session." You pay, we start.

02

We Audit Your AI Visibility

We test your dealership across ChatGPT, Perplexity, AI Overviews, and Copilot. We record exactly what AI engines say about you — and your competitors.

03

You Get a Loom Breakdown

Async video walkthrough with your GEO score, competitor comparison, revenue impact estimate, and a prioritized fix roadmap. Watch it at 2x while you eat lunch.

GEO Impact Models

What happens when AI engines start recommending your dealership.

Projected impact models based on North American powersports industry averages and measured AI search citation rates.

Case Study

Multi-Brand UTV Dealer

Colorado Front Range, USA

Before GEO

0 of 5 AI engines cited this dealer. ChatGPT recommended 2 competitors with weaker inventory.

After GEO

5 of 5 AI engines now cite this dealer for 12 high-intent local queries.

Projected monthly recovery

$14,400

8 units × $1,800 margin

Case Study

Single-Location ATV Dealer

Southern Ontario, Canada

Before GEO

0 direct citations. Perplexity returned a competitor 45 min away instead.

After GEO

Captured competitor's #1 AI slot for 9 Ontario ATV queries.

Projected monthly recovery

CAD $9,100

5 units × CAD $1,820 margin

Case Study

3-Location Side-by-Side Group

Texas Gulf Coast, USA

Before GEO

$0 AI-attributed traffic. ChatGPT only knew 1 of 3 locations.

After GEO

18 queries dominated across Houston, Galveston, and Beaumont markets.

Projected monthly recovery

$37,800

18 units × $2,100 SxS margin

* Projections modeled on NADA/Powersports Business Journal averages and measured AI citation rates. 10% defection rate applied to reported monthly volume.

Why This Matters Now

We don't optimize for Google rankings. We optimize for AI citations.

The difference: Google ranks pages. AI engines cite sources. If your dealership isn't structured as a citable source, you don't exist in the fastest-growing search channel.

Your current SEO agency is optimizing for a game that's already changing. We're building for the one that's replacing it.

What Our Early Audits Reveal

→ Dealer inventory pages are completely ignored by AI engines — no structured data, no citations

→ Financing and F&I pages have zero schema markup — AI can't read what AI can't parse

→ Competitors with weaker inventory rank higher in AI simply because their site is structured for citation

→ Fixing structured data and content architecture changes AI recommendation patterns within weeks

Every month you're not in AI results, buyers are walking into your competitor's showroom.

We test your dealership across ChatGPT, Perplexity, and Google AI and show you exactly:

→ Who is getting recommended instead of you

→ Why AI prefers them

→ What to change to replace them

$49 — Delivered in 48 Hours →