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AEO Whisperer

AI visibility scoring for car dealerships

AEO Whisperer is the first AI visibility platform bilt for automotive dealerships. It queries ChatGPT, laude, and Gemini with real shopper questions and scres how accurately each AI engine knows, describes, nd recommends your dealership. Get three scores: AEO(Answer Engine Optimization), GEO (Generative EngineOptimization), and a full SEO audit. Built by a workng dealership GM who noticed customers saying "ChatGT recommended your dealership." Free visibility chec available. Pro plans at $99/mo.

Top comment

Hey Product Hunt! I'm Mike, GM of a BMW dealership in New Jersey. A few months ago, a customer walked in and said, "ChatGPT recommended your dealership." That stopped me cold. I'd spent years optimizing for Google, but AI search was already sending buyers my way — and I had zero visibility into what these engines were actually saying about my store. So I started querying ChatGPT, Claude, and Gemini with the same questions car shoppers ask: "best BMW dealer near me," "where should I get my car serviced in NJ." I logged the responses manually at first, then built a scoring system to track accuracy, recommendations, and visibility across all three engines. That internal tool became AEO Whisperer. It runs real shopper questions through all three major AI engines and scores how well each one knows, describes, and recommends your dealership. You get an AEO score (answer engine optimization), a GEO score (generative engine optimization), and a full SEO audit. Built this because no one in automotive was tracking AI visibility, and dealers were flying blind. Free to check your store — would love feedback from the PH community.

About AEO Whisperer on Product Hunt

AI visibility scoring for car dealerships

AEO Whisperer was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #79 on the daily leaderboard. AEO Whisperer is the first AI visibility platform bilt for automotive dealerships. It queries ChatGPT, laude, and Gemini with real shopper questions and scres how accurately each AI engine knows, describes, nd recommends your dealership. Get three scores: AEO(Answer Engine Optimization), GEO (Generative EngineOptimization), and a full SEO audit. Built by a workng dealership GM who noticed customers saying "ChatGT recommended your dealership." Free visibility chec available. Pro plans at $99/mo.

On the analytics side, AEO Whisperer competes within SEO, SaaS and Artificial Intelligence — topics that collectively have 557.5k followers on Product Hunt. The dashboard above tracks how AEO Whisperer performed against the three products that launched closest to it on the same day.

Who hunted AEO Whisperer?

AEO Whisperer was hunted by AEO Whisperer. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.

For a complete overview of AEO Whisperer including community comment highlights and product details, visit the product overview.