RecallDecoder
A consumer app that translates NHTSA recall notices into plain English, scores severity (e.g., 'park outside tonight'), and tracks fix status by VIN — so owners stop ignoring critical safety recalls buried in mailers they never open.
Car owners who don't read every piece of mail from their manufacturer and don't want their car to catch fire in the driveway
- VIN-based recall feed with severity badge and a plain-English 'what's wrong / what to do right now' summary
- Push notifications the moment a recall is issued for any vehicle on your account (family fleet supported)
- Dealer appointment booking or mobile-mechanic routing for the recall fix, with ETA pulled from manufacturer TSBs
- Recall history timeline per car that's useful when selling or handing the car to a teen driver
The Telluride recall — 460K vehicles, park-outside fire risk — is exactly the kind of notice that gets lost in junk mail, and this scale of recall hits every major automaker multiple times a year; consumers actively search when they hear about a recall in the news.
Real news-driven search spikes (Kia Telluride park-outside recall hit 462,869 vehicles and drove heavy media coverage), but demand is episodic and tied to news cycles rather than sustained app engagement.Kia Telluride Recall for Fire Risk | Park Outside | NHTSA ↗Kia Telluride Recall 2020-2024: Fire Risk, What Owners Must Do ↗
Crowded free landscape: NHTSA ships the official SaferCar app (iOS+Android) with VIN garage and push notifications, and sites like plaincars.com, recallindex.org, and Cardaps already publish plain-English summaries and severity ratings.SaferCar App: Vehicle Safety Recalls App | NHTSA ↗SaferCar - Apps on Google Play ↗Understanding Vehicle Recall Severity: From Advisory to Critical ↗Vehicle Recall Check Canada — Complete Guide 2026 | Cardaps ↗
Very weak consumer willingness to pay: the official channel (NHTSA SaferCar) is free, third-party lookups are free, and the adjacent $1.47B recall-notification market is B2B (dealers/OEMs), not consumer subscriptions.Recalls Look-up by VIN (Vehicle Identification Number) ↗Automotive Recall Notification Platform Market Research Report 2033 ↗
Recall problem is structural and durable — multi-hundred-thousand-unit fire-risk recalls happen across major OEMs every year, and NHTSA mandates owner notification regardless of channel.Kia Telluride Recall for Fire Risk | Park Outside | NHTSA ↗
Trivially buildable: NHTSA's public VIN API and SaferCar app prove the data plumbing is open; an LLM step handles plain-English translation and severity tagging.Recalls Look-up by VIN (Vehicle Identification Number) ↗SaferCar App: Vehicle Safety Recalls App | NHTSA ↗