Recommendation App

CarMatch

A dating app, but for finding your dream car

What CarMatch does

Skip the spec sheets. Start with you.

Buying a car has gotten harder, not easier. There are more brands, more trims, more powertrain options (gas, hybrid, plug-in hybrid, fully electric), and more screens-on-wheels than ever before. The conventional way to make sense of it all is to filter by spec — price under $40K, all-wheel drive, 30+ mpg, seats five. That works fine if you already know exactly what you want. Most people don't. They want a car that feels right.

CarMatch flips the conventional model. Instead of asking you to learn the spec sheet, we ask you to describe yourself. Are you the kind of person who reroutes a road trip to chase a sunset? Or the kind who plans gas stops by mileage and time-of-day pricing? Do you drive to think — or do you drive to get somewhere? Eight short questions, four minutes, no sign-up required.

The result is a ranked list of matches with a clear explanation for each pick — what about your personality and habits points to that specific trim, what the trade-offs are, and what to look at instead if your top pick stretches your budget. It's a recommendation engine that explains itself, built around the catalog of 1,200+ vehicles available in the 2026 U.S. market.

What's inside

Key features

Who CarMatch is for

Three kinds of car shoppers

First-time buyers

You don't have a strong opinion about brands yet, and the Cars.com filter list feels overwhelming. CarMatch turns "I don't know what I want" into a clear three-option short list.

Powertrain switchers

You're considering going from gas to hybrid, or hybrid to fully electric — and you're not sure which body style and brand fit your actual daily driving. CarMatch matches on lifestyle, not aspiration.

The "I've read 20 reviews and still feel stuck" shopper

You've consumed all the spec-comparison content and still don't have conviction. CarMatch isn't a review aggregator — it's a personality-led filter that narrows 1,200 options down to the 3-5 worth driving.

How it works

From "I have no idea" to "this one" in 4 minutes

  1. 1

    Open the survey

    No login. No email gate. Land on the page and you can start immediately.

  2. 2

    Answer eight questions

    Most are pairwise picks — choose the description that feels more like you. Total time: 3 to 4 minutes. Skip nothing, second-guess nothing.

  3. 3

    Get matched

    The algorithm scores every car in the catalog and returns three top picks, three to four additional matches, and one or two "stretch picks" — slightly above your stated price range but a strong personality fit.

  4. 4

    Read the why

    Each result includes a personalized explanation, feature highlights, and a one-line bio in the car's own voice. You'll know not just what matched, but why.

  5. 5

    Browse if you want

    The Car Brands section lets you explore by manufacturer — every model in their 2026 lineup, popular picks, similar brands, and brand FAQs. Useful when you're curious about a specific maker's full range.

FAQs

Frequently asked questions

Is CarMatch free to use?

Yes — entirely free. We don't gate the survey, the results, or the brand browse pages behind a paywall or sign-up. You can save favorites to a personal garage if you create a free account, but it's optional.

Where does the car data come from?

We maintain our own catalog of the 2026 U.S. new-car market, periodically refreshed from public manufacturer data and licensed catalog feeds. Pricing and specs are verified per trim. Brand stories and per-model bios are original to CarMatch and not recycled from manufacturer marketing copy.

Does CarMatch sell my personal data?

No. The survey runs anonymously — you can complete the whole flow and view your results without ever identifying yourself. If you create an account to save favorites, we keep your email for login only. Full details in our Privacy Policy.

Why a personality-based approach instead of just specs?

Because most car shoppers don't have a precise spec target — they have a feeling. "I want something fun but practical, that handles weekend trips and doesn't feel like a tank in the city." Personality-first matching captures that feeling and translates it into the catalog features that deliver it. The "why we matched" panel on each result shows the spec-level translation explicitly, so you understand the recommendation, not just trust it.

Who built CarMatch?

CarMatch is part of BakerStreet AI, a small studio building apps that use behavioral signals to make better recommendations than the typical filter-and-sort interfaces. Sister apps in the portfolio include HistoryHype, WordHype, EconHype, HistoryHype Book, and HypeBeats.

Try CarMatch now

Four minutes, eight questions, real matches.

Take the survey Browse by brand