DealerRater, Carfax, Cars.com, Yelp: the sources AI actually cites when it recommends a dealer
AI engines learn about your store from third-party sites more than from your own. Here is who they cite and how to fix what those sources say.
When an AI engine names a dealership it shows where it learned that. Citation share is the measurement, and it is the same story in every market we have run: the dealer's own site is one source among many, and often not the biggest.
Who gets cited
In a typical metro run across the major engines, citation share splits roughly like this: dealer domains lead but rarely clear half, then DealerRater, Carfax, Cars.com, CarEdge, KBB, Yelp, and the brand's own dealer locator. On ChatGPT the third-party share is higher. On the Google surfaces the Business Profile dominates and Yelp shows up more than dealers expect.
That means a shopper asking "who should I buy a Honda from in Tampa" is being answered by DealerRater's profile of you, Carfax's listing of you, and a Yelp page you may not have looked at since 2021.
What each source contributes
DealerRater is the review source engines trust most for dealers specifically. Thin profile, low score, or no recent reviews, and the engine has a reason not to name you.
Carfax and Cars.com are inventory and reputation. If your inventory feed to them is stale, an engine may cite a car you sold last week, or skip you because the aggregator shows nothing.
CarEdge publishes its own dealer index with transparency scores. Engines cite it for "is this dealer fair on price" questions. Most dealers have never checked what it says about them.
KBB contributes reviews and the dealer locator.
Yelp is the sleeper. Dealers ignore it, engines do not. In one metro we reviewed, four of five stores scored below 3.0 on Yelp, and the AI answers reflected it.
The brand locator (ford.com, toyota.com dealer pages) is cited for the basic entity: address, hours, brand. If your OEM page is wrong, the engine inherits it.
The fix list
- Claim and complete every profile above. Same name, address, phone, hours as your site.
- Fix the inventory feeds. Stale aggregator listings are a citation against you.
- Push reviews to DealerRater and Yelp, not only Google. Google reviews feed the Google surfaces. DealerRater and Yelp feed ChatGPT.
- Read your CarEdge page. Dispute what is wrong.
- Make your own site the best source. A quotable store page and llms.txt give the engine a reason to cite you over the aggregator. See GEO for car dealerships.
Measure it
Citation share is in every PromptGraph visibility run, per engine. It is the fastest way to see whether AI is describing you from your own words or someone else's.
Can I get an engine to stop citing Yelp?
No. You can make your Yelp profile something you are happy to be cited from.
Does Google Business Profile matter for ChatGPT?
Less than it does for Google's surfaces, but ChatGPT reads hours, address, and category from it during entity resolution. Keep it accurate.
See where your store stands today.
PromptGraph runs the readiness checks and the prompt-based visibility test on your rooftop, then deploys the fixes. Free scan first, no card.
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