Zest Maps launches as niche AI dining tracker using credit card data
By analysing transaction data via Plaid, the startup aims to offer personalised restaurant recommendations to urban dwellers while filtering out chain establishments.

Zest Maps has launched today as an iOS-only application designed to automatically track user visits to restaurants and cafes. The app distinguishes itself from general-purpose discovery tools by utilising artificial intelligence to generate personalised food recommendations and highlight new dining spots visited by friends. Founder Mario Gomez-Hall describes the platform as a spiritual successor to Foursquare, noting that the novelty of GPS-powered check-in apps has largely worn off for modern users.
The core functionality relies on analysing credit card swipe data to log dining visits without requiring manual input. This financial data integration is facilitated by Plaid, a platform widely used by fintech services such as Google Wallet and Wealthfront. The app explicitly limits its scope to food and drink transactions, ensuring that general banking information remains outside the analysis. Gomez-Hall emphasised that the tool is not attempting to displace established players like Google or Yelp but rather serves as a focused niche network for food discovery.
To maintain relevance, the application filters out chain restaurants to prioritise unique dining experiences. For instance, a visit to a local Brazilian steakhouse for a date night is highlighted, whereas a routine stop at a fast-food outlet is not. The AI aggregates user data to flag up-and-coming restaurants in a specific area and notifies users when friends visit saved locations. However, to avoid spam, the system only displays the first visit to a specific place, preventing users from being inundated with repeated notifications for the same pizzeria.
Privacy and data control remain central to the product design. Users retain full authority over visibility settings and can delete individual restaurant visits from their log at any time. The target demographic is identified as younger adults living in major city hubs where dining options are abundant, as well as travellers seeking personalised recommendations. Gomez-Hall noted that the app's utility is inherently limited in rural areas where dining scenes are less diverse and more well-trodden.
The launch marks a significant shift in how location and financial data are being leveraged for consumer insights. While the app offers a compelling solution for users tired of scrolling through multiple reviews, it acknowledges that the value proposition may be too invasive for those prioritising strict data privacy. Dennis Crowley, co-founder of Foursquare, has served as a key beta tester, providing feedback that helped shape the current version of the software.
Currently, the application is in beta and available exclusively on iOS, with no Android support yet. Gomez-Hall believes that a focused user base creates more value than an attempt to build an everything app. As the technology matures, the success of Zest Maps will depend on its ability to build trust with users who are increasingly sensitive about how their financial and location information is shared with AI tools.


