AI-assisted car buying
CarCompare
An AI-enabled buying assistant that turns a vehicle listing into a clearer view of price, risk and market value.
The listing had plenty of data. The buyer still did not have an answer.
Used-car marketplaces are built to help people find vehicles, not decide whether one specific vehicle is a sound purchase. A polished listing can still hide an inflated price, a weak service history or model-specific risks the buyer does not know to ask about.
CarCompare starts with the behaviour buyers already have: copying a link from mobile.de or AutoScout24. From there, the product translates a dense listing into a clearer assessment of price, risk and market value.
The product idea is not more information. It is a second opinion at the moment of commitment—surfacing likely defects, missing evidence, ownership costs and market context in language a buyer can act on.
Explore the live productFinding the useful product inside the complex problem.
A used-car listing contains plenty of information but rarely answers the buyer’s actual question: is this specific car a confident decision at this price? The experience needs to turn a pasted listing into an understandable assessment.
Clarity before complexity.
- Reduce the initial interaction to one familiar action: paste a listing link.
- Explain the expected analysis in buyer language—price, risks and market value.
- Offer a sample report so visitors can understand the product before committing.
A focused experience, built around the next decision.
The public product presents a focused AI-assisted workflow, sample analysis entry point and a confidence-led narrative for buyers evaluating listings from major marketplaces.
Strategy, craft and engineering in one product team.
- Opportunity framing and validation
- AI-enabled product design
- Responsive UX/UI
- Full-stack implementation
Evidence first. No invented metrics.
The product makes a complex analysis feel approachable through a single-input journey. Accuracy, conversion and customer outcomes require owner verification before publication.
Details to confirm before production.
- Pink Panther Labs role — owner verification needed
- Engagement dates — owner verification needed
- AI and application stack — owner verification needed
- Accuracy and conversion outcomes — owner verification needed