Flipping the car-buying model: dealers compete for the buyer.

A consumer-first reverse-auction marketplace where verified dealers bid for a shopper's business — with live inventory and market-pricing data feeding every offer.

AnonymizedVerified outcomesProduction system

Flipping the car-buying model: dealers compete for the buyer.

The challenge

What they were up against.

Car buyers negotiate from a position of disadvantage, one dealer at a time. A consumer-first model needed dealers to compete for the buyer instead — which required real inventory and market-pricing data behind every bid.

What we built

The system we shipped.

Reverse-auction engine

A buyer posts what they want; verified dealers submit competing offers in a structured, time-boxed auction.

Inventory & pricing data

Integration with vehicle inventory and market-pricing feeds so offers are grounded in real, current availability and price-to-market.

Trust & matching

Dealer verification, buyer-intent matching, and a transparent offer history that keeps the marketplace fair.

Results

Outcomes, verified from production.

Consumer-first

Dealers compete for the buyer

Live data

Inventory + market pricing behind every offer

Structured

Time-boxed, transparent auctions

More case studies

From manual follow-up to an AI-driven conversion engineAutomotive · Franchised Dealership Group An AI workforce that touches every lead, within the hourAutomotive · US Dealer Network From a 3-day manual review to a 4-minute AI assessmentConstruction Technology · FinTech SaaS Talk to our teamDiscuss your initiative

Results we've delivered. Clients we can't name.

Let's build your next production system.

Every outcome above is real, verified from a live system. Tell us what you're trying to ship and we'll map the fastest path there.

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40+ US businesses served · 65+ engineers · Zero long-term lock-in