Harness the power of AI for financial transaction analysis with Trove. Our API provides real-time merchant intelligence, helping developers build smarter fintech solutions. Understand spending patterns across different merchants and categories effortlessly.
Hello Product Hunt! Anna here, and I am one of the makers of Trove, an AI-powered financial intelligence API that helps you enrich banking transactions with important details like business names, websites, and spending categories. It’s a tool a few of us at Headline VC have been developing for a while, and we’re finally ready to reveal it to you!
❓Why did we build this, you ask? Let me start you off with a little personal story time 📜
I am an avid subscriber to all my banking charge alerts, thanks to a few memorable incidents with cyber theft and fraudulent charges. (One time, I got stuck cashless abroad after someone withdrew all my balance from my travel checking account 💸).
Then, one day, an unfamiliar charge alert came through. I looked at the transaction descriptors, and it didn’t resemble any company I knew or had made a purchase from that day. So, I called up the credit card company and reported the transaction as fraud. A couple of days later, I received an email from a small online shop I had actually bought from, explaining that they had issues with the payment and had to cancel the shipment. On top of that, they had to pay extra chargeback fees to the payment processor due to my dispute—it was quite unpleasant for a small business.
Have you ever had similar experiences—looking through your bank statement and having absolutely no idea where some charges came from? The banking transaction descriptors can be confusing and often bear little resemblance to the business’s name. Now imagine this problem on a larger scale for businesses, payment processors, and even banks—they spend hours and 💰 trying to identify fraud and categorize spending.
Now, we want to give that superpower to you—the makers! Test out our API on our site, in your terminal, or even with Postman. We want Trove to help you unlock incredible treasure finds!
To summarize—what can you achieve with Trove?
- 🕵️ Identify fraudulent charges
- 🚫 Avoid accidental chargebacks
- 🗂️ Categorize spending
- 🧠 Build creative solutions with transaction metadata
- 🆓 And yes, it’s all for free!
Massive congrats to the Trove team on today's launch! can you share a quick example of how a fintech developer could leverage Trove's API to surprise users with, say, personalized merchant recommendations based on their spending habits?
How does Trove handles data security? Financial data is sensitive, and I’d be interested to know more about what kind of safeguards are in place to protect user information.
Anna, great job to you and the team. Love that it's FREE and even tho it's an API, it's got personality :) Will usage be throttled at any point?
Interesting mix of audience. IS this mostly targeted at the developer that brings it into a "finantial agent" or B2D directly as the consumer?
This is exactly what I needed for my fintech side project! 🎯 Those cryptic transaction descriptors have been driving me nuts (and definitely filed a few wrong fraud reports myself - oops!). Love that it's available as an API and the fact that it's free is just icing on the cake. Already thinking of all the cool ways to integrate this into my expense tracking app. The demo on the site is super clean too. Instant upvote! ⚡️
Anna Wu