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First-party data

AI Readiness by Website Platform

Whether an AI assistant can actually read and cite a dealer’s inventory depends heavily on the website platform underneath. Here’s how the platforms compare, scored from public analyzer runs.

PlatformSitesMedian scoreGradesWeakest area
SM3601173Agent tooling
Convertus4168Content depth
D2C Media6366Agent tooling
ZOP Dealer3060Agent tooling
WordPress (no dealer platform detected)6153Agent tooling
Carpages Dealer Websites1852Agent tooling
Other / custom sites14051Agent tooling
EDealer7751Agent tooling
DealerOn1051Agent tooling
Hillz3838Agent tooling
Emerging platforms (fewer than 10 sites)39——

How we measured

Scores come from public runs of the VIN Index AI Readiness Analyzer. We detect the website platform from each site’s public HTML and keep only the most recent scan per domain, so a site analyzed many times counts once. “Sites” is the number of distinct domains behind each figure — small samples will move as more sites are analyzed. To avoid naming a platform on too thin a sample, platforms with fewer than 10 distinct sites are pooled into a single “Emerging platforms” row with no median shown. Scans were collected on different dates; each linked report shows its own observation date. This table refreshes as reports change. Scores measure the tested website properties, not traffic or citation frequency.

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