Lawrence: WTF Are GEO and AEO?

For dealers and the marketing agencies that support them, the rules of SEO have changed. As we have discussed, success no longer depends on being the top “blue link” when shoppers Google “Ford F-150.” You must ensure your dealership is the cited authority when an AI engine tells a shopper which truck fits their specific budget and towing needs.
Welcome to the era of generative engine optimization (GEO) — or, as some call it, answer engine optimization (AEO) — where your objective is to be the recommended answer when consumers ask questions.
The Shift From Clicks to Citations
Because this technology is so new, the industry hasn’t settled on a single taxonomy. In addition to GEO and AEO, agencies and vendors are also throwing around “GSO” for “generative search optimization.” In the dealership context, they all point to the same goal: optimizing your digital identity so AI crawlers can verify your inventory, reputation and pricing to surface you in synthesized answers.
As PCG Companies founder Brian Pasch recently put it, “AI isn’t ‘searching’ in the traditional sense; it’s citing. It’s interpreting and deciding based on the data about your dealership that already exists. Traditional SEO optimized your website; GEO optimizes your entire digital reputation score.”
Will AI optimization replace SEO? Absolutely not. Search is too deep-rooted in the car-buying journey.
However, GEO/AEO is being developed as a strategic layer on top of it.
Where SEO Fell Short
Traditional SEO focuses on click-through rate. A strong CTR means users are clicking your links and landing on your vehicle description pages. GEO/AEO is about response share.
- SEO: A user Googles “best SUVs for families.” You (wisely) have a blog post on the subject and you hope it ranks No. 1.
- GEO/AEO: A user asks ChatGPT, “I have three kids and a $45,000 budget. Which dealer in Cincinnati has the best safety-rated AWD SUVs in stock?” The AI synthesizes an answer from multiple sources and responds, “Check out Jeff Wyler Automotive; they have four Honda Pilots with top safety ratings currently in inventory and are highly rated for transparent pricing.”
How do you get where Wyler is? AI crawlers are hungry for structured data and trust signals. Traditional bots look for keywords. AI bots look for facts:
- Inventory accuracy: Does your schema markup match your actual stock?
- Sentiment analysis: What are people saying about your service department on Reddit or local forums?
- Technical authority: Is your site fast and structured for machine readability?
How to Optimize for AI Search
Car shoppers use AI differently. They don’t type “Jeep Wrangler.” They ask, “Is a Jeep Wrangler a good first car for a teenager in the snow?” These are “long-tail” queries.
A 2025 Ahrefs report showed that the presence of an AI overview in search results correlates with a 34.5% lower average CTR for the top-ranking organic page. This means if you aren’t in the AI answer, you are losing a third of your potential traffic before the page even loads.
Tools that can show us exactly how many times the dealerships was recommended in a chat do not yet exist. In the meantime, dealers and agencies are using “social listening” — monitoring platforms like Reddit or TikTok or any social networks’ “open” blogs, posts and consumer citations, including Better Business Bureau reports.
For example, shoppers may ask, “Which dealership has the lowest destination fee?” So create a page specifically addressing your dealership’s low destination fees. AI bots will scrape this “proof” and use it to differentiate you.
AI search engines are undeniably causing a dip in top-of-funnel “window shopper” traffic. However, for non-media brands like dealerships, there is a silver lining: While the volume of clicks may drop, the value of the traffic increases.
A user who arrives at an AI recommendation and clicks through to your site is a vetted, high-intent buyer. Better yet, they have already been authoritatively influenced by the simple, GEO/AEO-friendly changes you have made to your websites and dealer-managed social networks.
Jim Lawrence is a 25-year industry veteran and the founder of ImagineMyDreamCar.



