I built an app for comparing grocery prices across UK supermarkets
Beats Trolley on unit price sorting with vector-search categorization.

Reverse-engineered ride-hailing APIs to show real prices before you book.
Frequent rideshare users, cost-conscious commuters
RideGuru · FareEstimator · TripScout
I reverse-engineered ride-hailing mobile apps to understand how they fetch prices from their servers. You sign in to my app with your ride-hailing accounts, and then my app requests live prices from the same APIs that ride-hailing apps use. Importantly, my app is built using an on-device approach: the app on your phone stores authentication tokens locally and sends network requests directly to each ride-hailing company’s servers. This keeps your accounts private. I wrote a blog post showing network requests sent by my app, which you can verify yourself: https://blog.hackney.app/p/how-hackney-works
This seems like an obvious app. Why doesn’t it already exist? That’s because most ride-hailing companies don’t offer public APIs for prices and wait times. Uber does offer one, but they prohibit using it for price comparison. When someone built a comparison app using the official API, Uber terminated their API access (https://www.benedelman.org/news-053116). There are apps today that don’t use official APIs, but they run your account tokens through their servers and send price requests server-side.
To integrate a ride-hailing provider, my app sends network requests for sign-in, token refresh, ride prices, and ride history (to power a feature that shows you unified ride history across apps and how much you’ve saved on each ride). Some ride-hailing apps implement certificate pinning to prevent you from viewing their network requests, and some communicate with their server using Protobuf, a data format that doesn’t include the original field names. Building an app using this approach is technically complex, but it makes possible all sorts of useful products that couldn’t otherwise exist.
The app is completely free. In the future, I may monetize through a subscription or partnerships with ride-hailing companies. I’d love to hear your feedback. You can download it today.
iOS: https://apps.apple.com/us/app/hackney-compare-rideshares/id6...
Android: https://play.google.com/store/apps/details?id=app.hackney
Beats Trolley on unit price sorting with vector-search categorization.
Nice, search-focused UI with CSV upload and an explicit LTR angle — that specificity is promising for people who care about ranked pricing signals rather than raw scrape dumps. The site feels early (empty results, minimal onboarding and coverage notes), so the real question is whether their non-stationary-data approach to ranking actually beats simple heuristics at scale. If the ML pipeline and freshness guarantees are solid, this is useful to its niche; right now it's a tidy MVP.
Real-time GPU pricing aggregator, but existing tools like Crusoe Dashboard already solve this.
Flexible date flight search when Google Flights already does this for free.
Government data benchmarks beat store sale claims with week-by-week tracking.
Fee-adjusted odds comparison across Polymarket and Kalshi with LLM-verified event matching.