Traction

What exists today.

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Vehicle integration live (2015 Mazda 3)
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Automated tests passing
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Question survey across target users
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Founders, full-time
The opportunity

Voice assistants answer questions. Nothing rides along.

In-car voice assistants — built-in or via phone — are utilities: set a timer, change the song, get directions. They're used in short bursts and immediately forgotten. None of them are designed to feel like a presence in the car, and none of them carry context from one drive to the next.

EXCAR is positioned in the gap between "voice assistant" and "companion app" — a category we believe doesn't really exist yet for the car, despite the car being one of the most consistent, captive, single-user environments a person spends time in.

Why now

  • LLMs make believable, low-latency conversation possible on consumer hardware for the first time
  • OBD-II is a universal, standardized port — no custom wiring required for distribution
  • On-device model quantization is mature enough to support offline operation without a cloud dependency
Business model

A hardware-anchored, subscription-supported model.

Four tiers were developed from our user survey, balancing accessibility with a sustainable per-user margin once hardware costs are factored in.

Tier 1

Free

App-only experience with limited functionality — the on-ramp for awareness and waitlist growth.

Tier 2

Monthly subscription

Full software experience without dedicated hardware, for drivers who want EXCAR's personality without the device.

Tier 4

Premium, one-time

Hardware with offline-first operation and a one-time purchase price for drivers who prefer not to subscribe.

Path to scale

What the next 12–18 months looks like.

Done

Working prototype

Full voice pipeline and OBD-II integration running in a real vehicle, with persistent memory and a companion mobile app in beta.

In progress

Hardware upgrade & offline model

Migrating to hardware capable of running a quantized local language model, enabling hybrid online/offline operation.

Next

Boston pilot — 10 cars, then 50

Hands-on installations with real drivers to validate retention, latency targets, and willingness to pay across the four pricing tiers.

Target

YC Winter 2027

Applying with pilot data, retention numbers, and a defined hardware supply chain in place.

2026

Public Kickstarter

Opening pre-orders to the broader market, backed by a year of in-vehicle data and a working manufacturing path.

Interested in the deck or a conversation?

We're a pre-seed team building in public. If you'd like the full deck, our financial model, or to talk through where EXCAR is headed, reach out directly — one of the founders will respond.

Programs on our radar: Y Combinator, NSF SBIR, MassChallenge, MIT delta v.