MACH portfolio · 01/05
AutoRev
Live · EarlyFind What Drives You
Sports-car research, build planning, and an AI expert grounded in a curated automotive knowledge base.
What it is
AutoRev gives enthusiasts one place for the whole journey: a curated sports-car database, a digital garage with build planning and physics-based performance estimates, verified parts fitment, a community feed, and AL — an AI car expert grounded in a curated automotive knowledge base of specs, known issues, and community-mined insights rather than generic model output.
Who it’s for
Sports-car enthusiasts across the whole journey — shoppers researching what to buy, owners tracking the cars they have, and tuners planning what to build next.
The problem
Enthusiast car knowledge is fragmented and noisy. Buying or modding research means scouring forums, YouTube, and classifieds; mainstream tools serve commuter cars; and generic AI chatbots hallucinate specs.
Why it’s different
01
Vertical focus on sports cars, where mainstream research tools target commuter cars.
02
Everything is vehicle-specific — calculations, upgrade paths, known issues, and fitment tie to the exact year, make, model, and trim.
03
AL answers from a curated knowledge base — specs, known issues, real dyno and lap data, community-mined insights — built to ground answers in evidence, not guesswork.
04
Physics-based performance modeling with a clear data hierarchy: logged results supersede estimates.
In the product
Digital Garage — vehicles, specs, photos, and build state in one place
Build planner with curated upgrade paths and real-time performance calculations
Virtual dyno and estimated 0–60, quarter-mile, and lap times
AL, the AI car expert, grounded in a curated automotive knowledge base
Community build feed and a large directory of automotive events
Parts research with verified fitment
Model
Freemium — free to start; paid Enthusiast and Pro tiers.
Where it stands
Live at autorev.app as a freemium web app — free to start, with paid Enthusiast and Pro tiers. Early stage: the vehicle data platform is mid-expansion, from a deeply curated sports-car set toward a 75,000-record catalog, and feature development is paced to that migration.
AutoRev is structured to operate — and transact — independently under MACH Ventures: its own brand, its own codebase, its own infrastructure.