GEO & LLM Visibility · Automotive

Get found where car buyers ask first.

octAIne is a GEO and LLM visibility agency built exclusively for car dealerships, repair shops, and powersports. We engineer your brand into the answers ChatGPT, Perplexity, Google AI Overviews, and Claude give shoppers in your market.

8+
Years of automotive experience
4.7×
Avg. lift in LLM citations
−40%
Cost per qualified lead
AI-optimized car dealership visualization

The shift

The way car buyers find your store has changed.

Shoppers used to type into Google. Now they ask ChatGPT “what’s the best Toyota dealer near me?” or Perplexity “who’s the most trusted indie BMW shop in Austin?” If LLMs don’t know you exist—or don’t trust what they find—you’re invisible.

68%

of US consumers now use AI tools to research purchases.

$750B

in US revenue will be influenced by AI search by 2028.

Source: McKinsey & Company, Oct 2025

What we do

Marketing that learns and improves—built for automotive.

Every campaign and tactic gets smarter over time. AI tools work alongside automotive strategists to continuously optimize results and grow gross.

AI (LLM) Visibility

Engineer your brand into the answers ChatGPT, Perplexity, Gemini, and Claude give car shoppers and service customers.

GEO Content & Authority

Generative Engine Optimization—structured content, citations, and entity signals that LLMs actually trust.

Precision Audience Targeting

AI-driven segmentation and lookalikes that find in-market buyers in your PMA, not tire-kickers in another state.

Reputation & Review Engine

Generate, monitor, and respond to reviews across Google, DealerRater, Cars.com, Yelp, and the OEM platforms.

Performance Analytics

Transparent dashboards tied to VDP views, RO count, and gross—not vanity metrics.

Conversion Rate Optimization

AI-powered A/B testing on VDPs, service scheduler, and finance forms—turning more traffic into ups.

Industries

Automotive is all we do.

We don’t split our attention across various industries. Every playbook, every prompt, every dashboard is tuned for stores that sell, service, and support vehicles.

All industries
Car Dealerships

Car Dealerships

Franchise, independent, and used. New, pre-owned, and CPO inventory visibility across AI search.

Repair & Service

Repair & Service

Independent shops, collision centers, tire and quick-lube. Win the “best mechanic near me” AI answers.

Powersports

Powersports

Motorcycle, ATV, UTV, marine, and RV dealers. High-intent buyers, niche inventory—built for both.

Commercial & Fleet

Commercial & Fleet

Truck dealers, fleet sales, upfitters, and commercial service. B2B-grade content and lead flow.

Let’s talk about growing your store.

Book a strategy call. We’ll audit your current AI visibility and show you exactly where the biggest gains are hiding.