Marketing & Advertising

AI-driven marketing platforms, predictive targeting, and equity mining. Works when the data underneath is clean; embarrassing when it is not.

How this directory works: listings are free, ordering is alphabetical, and no vendor can pay for placement, scores, or removal of coverage. Vendor-reported numbers are labeled as such. When you request an intro, we pass your details to the vendor and nothing else. Our own projects are in here too and labeled as ours: Dealer Growth Hackers (the one featured placement, which is not for sale to anyone else) and DealershipMCP (listed with no special placement).

How to buy in this category

Predictive targeting and AI marketing work when the data underneath is clean and embarrass you when it isn't. Nothing torches trust like congratulating a customer on a car they traded in eight months ago. Before buying prediction, audit the inputs it will predict from: CRM hygiene, sales-to-DMS match rates, and equity data freshness. Then demand incrementality, not attribution theater.

Take these questions into every demo

How do you measure incrementality versus taking credit for sales I'd have made anyway?
What happens when my DMS data is stale or wrong? Show me a real failure case.
Which audiences does it build automatically, and can I audit a name-level sample?
How does it coordinate with (or double-spend against) my existing agency?
What do I own if I cancel: audiences, creative, learnings?

FROM THE PUBLISHER