Skip to main content

How Merchant Recognition Works Without Knowing Who You Are

· 5 min read
Big Picture Money Team
Big Picture Money

Open a bank statement and you see lines like these:

AMZN MKTP US*4J2L9
TST*SUNRISECAFE
TAMPA EMBASSY SUITES TAMPA

Those strings are what most banks still export. Processor prefixes, city names wrapped around the brand, and random transaction codes sit in the same field as the place you actually paid. As a human (which you most likely are), you can often guess what these mean. Software, on the other hand, needs to be taught how to guess correctly.

How Budgeting Apps Make Money

· 19 min read
Big Picture Money Team
Big Picture Money

The aphorism, "if the service is free, you are the product," is just as true today as it was back in the 1970s when the idea was first expressed about TV (before cable and streaming, TV channels were broadcast for "free" to all viewers.) The advertising-based business model of early television and radio has never gone away. Rather, it has become more aggressive, more specific, and far, far more invasive.

There are many "free" options for personal finance management applications. When you use these "free" apps, the currency you are paying with is yur data: access to your spending patterns, your cash-flow, and information about you are paying down debt, saving for a house, or living paycheck to paycheck.

When Mint shut down in 2024 and Intuit pointed users toward Credit Karma, years of end user categorized spending did not just vanish into the ether. Rather, the data moved inside Intuit's product family, alongside credit reports, tax filings, and business accounting tools.

How Merchant Recognition Works

· 6 min read
Patrick B
Founder, Big Picture Money

One of the biggest pain points when adopting a new personal finance application is recategorizing all your transactions. We did not want users to have to start training a new system from an empty database.

That is why Big Picture Money ships with a separate merchants database. On day one, common payees can already resolve to a recognizable merchant and a sensible default category. Everything runs locally and you do not need to reach out to a web service to categorize transactions.

Scrolling Tens of Thousands of Transactions

· 3 min read
Patrick B
Founder, Big Picture Money

Performance is a feature. Keeping performance fast and responsive is a major goal of Big Picture Money.

In applications, a common area of performance constraints is scrolling through large lists of data. For instance, a transaction register with 40,000 transactions -- years of groceries, rent, paychecks, and transfers -- each row needs layout work: columns, text, click targets, menus, icons, and more.

Why Personal Finance Moved to the Cloud

· 7 min read
Big Picture Money Team
Big Picture Money

Personal finance software used to live on your hard drive. You bought software, installed it, and typed your transactions into a file you owned.

Then the category swung hard toward the cloud. Convenience was the initial motivator, but recurring revenue and access to your data accelerated it. Your household ledger became someone else's hosted account.

I Was Tired of Renting My Software

· 4 min read
Patrick B
Founder, Big Picture Money

Somewhere along the way, almost everything I use became a subscription.

Not just the big tools — the little ones too. A few dollars here for a note app. A few more there for password sync. Another monthly charge for something I open twice a year. Alone, each fee feels small. Together they are a drip that never stops, and I got tired of paying rent on software I already decided I wanted.