What Makes AI Recommend One Car Brand Over Another?

Performance Communications | August 7, 2026

We know that online search is changing as car buyers switch to AI over traditional search engines when researching their next vehicle.

So what makes ChatGPT and other LLMs surface one car brand over another?

The answer starts with consistency. A consistent brand voice across every digital touchpoint – your own digital content, social media channels and Google Business profiles.

Any content should address customer pain points and deliver genuine topical authority – not just be stuffed with keywords.

That extends to coverage in earned media. Ensuring your brand is appearing on relevant high-quality sites that AI cites as trusted sources is critical – think car reviews and ‘top 10 best’ articles.

Your own website also plays a part. The correct schema markup, page structure, meta tags and FAQs are vital to ensuring content is AI readable.
These are essentially the foundations of GEO.

The question is, how do you track this visibility to make sure what you’re doing is having the desired impact?

The answer Engine Room: the AI visibility and content agent engineered for the car industry.

Is Reddit worth the effort for AI visibility?

Reddit is the only forum that really registers (72% of forum citations over the last month) for AI tools, but it’s still a small slice: only about 6% of AI answers cite it. So, what pulls it in? Three question themes lead: practicality, reliability and electric. Together, they account for 37% of all Reddit citations. […]

Clubs risk driving away fans through underinvestment in their stadium experience

Ten years ago, our Future of the Sports Fan report highlighted how fans had increasingly high expectations of the live sporting experience. Today, Arsenal’s plans to modernise the Emirates Stadium shows just how seriously some clubs are taking that challenge a decade on. Despite being only 20 years old, the stadium is set for upgrades […]

How Automotive Awards Are Shaping AI Visibility

According to Engine Room, the RAC editorial pages are the fifth-most cited domain in AI search with the likes of ChatGPT, Gemini, Google AIO and Perplexity behind CarWow, What Car?, Auto Express and YouTube. This year saw the launch of the RAC New Car Awards. So how did this impact its AI visibility? RAC announced […]

AI Search Is the New Top of the Funnel for Automotive Brands

AI search is now the top of the funnel for car sales. Rather than a page of links and magazines off the shelves, car buyers are asking ChatGPT. And those clicking through from AI are four times more likely to convert. It means understanding how you’re appearing on AI platforms, such as ChatGPT, Perplexity, Gemini and […]

AI search success: Don’t be fooled into thinking it’s all about your brand website

Andy Francis explains how LLMs are the ultimate dinner party hosts when it comes to understanding the scrap for AI recommendations Measuring success on how many times your brand website is cited is NOT the goal in the age of AI-assisted search. Let me explain. Picture a dinner party. The LLM is taking your place […]

How electric vehicles hold the key to balancing Europe’s energy grid

Harnessing the European car parc to help provide a stable energy grid sounds like the work of science fiction, but Lindsey Reaney explains it could be closer to reality than you think One of the big challenges for electricity grids running off periodic generation sources like renewables is the issue of intermittency: what happens when […]

SEO vs GEO: Why PR Is Becoming More Important in the Age of AI

SEO vs GEO: what communications teams need to know. The gold standard of online automotive content has long been page one visibility, driven by high-quality articles laden with keywords and search terms. In short, SEO (or Search Engine Optimisation). The equation was simple. Rank higher on Google, get more clicks, increase organic site traffic, generate […]

Six things we’ve learnt in the first six months of 2026

The face of search has changed forever and the pace at which it’s doing so is quicker than ever. At the start of the year, half of UK adults were using LLM-based AI tools to find car information. Now, as we enter H2, that number is already at two-thirds – and growing. The era of […]