From idea to a live car-investment app that markets itself.
An AI engine that finds rare, appreciating cars and scores them on a transparent rubric, wrapped in a web app that publishes its own SEO content and captures leads automatically.
The brief was a tool that finds the few rare cars that appreciate instead of depreciate, but there was no product and no route to market. Enthusiasts had no transparent, repeatable way to pick the cars that hold and grow in value.
We built a two-layer engine where AI researches the live market with real-time web search, grounded in current prices and production numbers, then scores and ranks the top three cars against a transparent rubric, with the thesis, the risks and the price-cycle read. Around it we shipped a full web app on a custom domain, with programmatic SEO pages, email-gated results, and an affiliate and brokerage lead pipeline.
A live product that markets itself: a content engine auto-publishes data-grounded articles twice a week, and a daily job keeps expanding a now hundred-and-fifty-page library that search engines index. The engine returns real in-budget cars in around eighty seconds.