Case study · Automotive data
Club Manual: automotive data, and the tools built on it.
Club Manual is a marketplace for manual transmission cars, developed and operated under BANKDENS Automotive. It starts with vehicle data — ingested, normalized and de-duplicated — and puts search, vehicle pages and a dealer surface on top of it.
Visit clubmanual.com
Why it exists
A niche worth serving, and a thesis worth proving.
Manual transmission inventory is scarce, scattered, and badly served by general marketplaces — enthusiasts filter for hours to find what should take a click. That is a genuine product opportunity on its own.
It is also the clearest way to show what clean, consistent vehicle data makes possible. Club Manual is not a mockup or a pitch deck; it is a live marketplace with dealer inventory, built and run on the same data discipline we bring to analytics and content quality work.
Scope delivered
A data layer first, then the tools on top.
Inventory ingestion
Listings arrive from multiple sources, are normalized into one vehicle shape, and de-duplicated on identifiers — the same data discipline dealership software lives or dies on.
Search and filtering
Search-first browsing with filters by make, model, category and drivetrain, tuned to a niche where the wrong filter makes the site useless.
Indexable vehicle pages
Every vehicle is its own URL with a full gallery, specs and a clear next step, so individual cars can be found and shared directly.
A dealer surface
Dealers list, manage and merchandise inventory into a focused audience — the dealer-facing half of the experience in miniature.
Process
How it was delivered.
Define the narrow version
One audience, one clear reason to visit. The first release deliberately excluded anything that could not be maintained on a lean footing.
Build the data layer first
Ingestion, normalization and de-duplication came before design work, because everything a shopper sees depends on the vehicle record being right.
Ship, then extend
The site went live and has been extended against real usage rather than a fixed multi-phase plan — the same way we prefer to work with dealers.
We publish traffic and listing figures only once they are worth publishing and can be stated accurately; we would rather you judge the software itself, which is live and open to inspect.
What it means for your dealership
The parts that transfer directly.
Your vehicle and offer content
The same normalized vehicle record makes it possible to check listings for inconsistent specs, missing details and conflicting information.
Vehicle and offer content qualityYour inventory data
Ingestion, normalization, de-duplication and sold-unit handling are the foundation for pricing, inventory and market analysis.
Dealer, market and vehicle analyticsStart a conversation
What should your data help you do next?
Tell us where pricing, vehicle content or day-to-day execution needs a clearer next step.