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Your website might be invisible to ChatGPT and nobody at your store would ever know - AEO / GEO Megathread

Great thread. Thanks for highlighting this, Joe.

We actually ran into this issue back in January and wrote about it here: Found something surprising in dealer pilot testing this week. | Corey Lydstone

At the time I wasn’t naming names, but the platform was Dealer Inspire. Our concern then was Claude: Claude’s live retrieval bot was getting blocked on DI sites by Cloudflare behind the scenes.

We worked through the issue with two dealers and escalated it through DI. To their credit, their support team pushed it up and ultimately got Claude access resolved across DI sites.

I just tested a Maguire VDP again. Both ChatGPT and Claude can open and understand the page with a very basic prompt:

“Open this page and tell me about the contents: ” Grok and Perplexity are still ge...ent="111-111-1111"> Free advice: update those.
 
Great thread. Thanks for highlighting this, Joe.

We actually ran into this issue back in January and wrote about it here: Found something surprising in dealer pilot testing this week. | Corey Lydstone

At the time I wasn’t naming names, but the platform was Dealer Inspire. Our concern then was Claude: Claude’s live retrieval bot was getting blocked on DI sites by Cloudflare behind the scenes.

We worked through the issue with two dealers and escalated it through DI. To their credit, their support team pushed it up and ultimately got Claude access resolved across DI sites.

I just tested a Maguire VDP again. Both ChatGPT and Claude can open and understand the page with a very basic prompt:

“Open this page and tell me about the contents: ” Grok and Perplexity are still getting blocked by Cloudflare. Bummer. And dealers should care. We now spend a lot of time running AI Visibility reporting across the country, both at an industry level and in much more detail for individual dealers. One thing we see consistently: AI systems still rely heavily on marketplaces for inventory information. When an AI agent can easily access Cars.com, Autotrader, CarGurus, etc. but struggles with the dealer’s own VDP, that does the dealer no favors. One more fun thing I noticed buried in the Maguire VDP: <meta property="business:contact_data:email" content="[email protected]"> <meta property="og:email" content="[email protected]"> <meta property="business:contact_data:phone_number" content="111-111-1111"> <meta property="og:phone_number" content="111-111-1111"> Free advice: update those.
@clydstone thanks for the retest and the January backstory. Good to hear DI fixed Claude across their sites once two stores pushed on it. That's the before and after I was hoping someone would post, and it sounds like Grok and Perplexity are still the two to watch.

@JimmyBrown sorry, I missed your post. You don't need any of the jargon to start, and you can run the first test from your phone in five minutes.

Open ChatGPT, paste the link to one used car on your website, and ask: "What's the price, the mileage and the VIN on this car?"

If it reads all three back right, you're ahead of a lot of stores. If it says it can't open the page, or it hands you some other dealer's car, that's the whole problem on one screen, and fixing it is your website company's job. Post what you get and we'll tell you what it means.
 
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✨ AI Highlights

Dealers may be unknowingly blocking AI chatbots like ChatGPT, Claude, and Perplexity from reading their vehicle pages, meaning when shoppers paste a dealer's VDP link into an AI assistant, the bot redirects them to Autotrader or CarGurus instead. The thread uses Dealer Inspire sites as a live case study, revealing that Cloudflare's security layer blocks the live-fetch bots (ChatGPT-User, Claude-User) even when crawlers are permitted — a problem dealers can't see or fix themselves, requiring action from DI. A contributor confirmed Claude access was previously resolved across DI sites after escalation, though Grok and Perplexity remain blocked.

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