How AI-Powered Categorization Works

Manual expense categorization is the number one reason people abandon their budgeting apps. Sorting through hundreds of cryptic bank transaction descriptions is nobody's idea of fun. That's where AI comes in.

The Problem with Manual Categorization

Bank transaction descriptions are often unhelpful:

• "POS 04/15 CARD 4521 STORE #1234" — what did you even buy?
• "DD REF: 7891234 TRANSFER" — is this a bill or a transfer?
• "PAYPAL *SOMECOMPAN" — truncated merchant names are common

Manually figuring out what each of these means and assigning categories takes significant time and effort.

How Our AI Categorizes Transactions

Our AI-powered categorization system processes your bank statements through several steps:

1. Transaction Parsing

The AI first extracts structured data from your bank statement — dates, amounts, descriptions, and reference numbers — regardless of your bank's format.

2. Merchant Recognition

Using its training on millions of transaction patterns, the AI recognizes merchant names even when they're abbreviated, misspelled, or use payment processor names.

3. Category Assignment

Each transaction gets assigned to one of 18 main categories and over 80 subcategories:

• Food & Dining — Restaurants, Cafes, Fast Food, Delivery, Bakeries
• Transport — Fuel, Taxi, Parking, Public Transit, Car Maintenance
• Shopping — Clothing, Electronics, Online Shopping, General Retail
• Bills & Utilities — Electricity, Water, Internet, Phone, Insurance

4. Smart Pattern Detection

Beyond basic categorization, the AI also detects:

• Transfers between your accounts — so they don't count as expenses
• Recurring payments — subscriptions and regular bills
• Cash withdrawals — ATM transactions tracked separately
• Income vs. expenses — salary and refunds categorized correctly

Accuracy and Learning

Our AI achieves high accuracy on first categorization. For the occasional miscategorization, simply reassign the transaction — the system learns from your corrections.

Supported Banks and Formats

The AI parser works with CSV and PDF statements from any bank worldwide. It automatically adapts to different statement formats, column orders, and date formats. No configuration needed.

Why It Matters

Automatic categorization transforms expense tracking from a chore into a one-minute monthly task. Upload your statement, review the results, and focus on what matters: understanding your spending and making better financial decisions.