Our blog where we rant about things
A category map of dealership AI: conversational lead response, customer data platforms, merchandising, CRM-native AI, and agentic operations management — with the real players in each and how to tell which one you actually need.
Ten questions that separate real dealership AI from a rebranded chat box — with what a good answer and a bad answer sound like for each. Use them on us too.
CRM data decays because entry competes with selling, status fields are set by hand and never unset, and the DMS knows things the CRM never hears about. Here's what actually helps.
NADA puts the benchmark at 6-7% of gross profit, or about $739 per vehicle sold. The number is easy to hit and easy to waste — here's what actually separates the two.
Every automotive AI vendor says "agentic" now. Here are the four rungs the category actually sits on, and the one question that sorts a real agent from a chat box.
AI already manages your Google Ads through Smart Bidding and Performance Max. The real question is who's supervising it — and what the automation structurally can't see.

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