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
Other / custom sites1160Agent tooling
Emerging platforms (fewer than 10 sites)6

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. No traffic is estimated. Last updated 2026-06-17.

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