Banking APIFintech

Automated Transaction Categorization for Fintech Apps

Automatically categorize bank transactions into spending categories with Fiskil's intelligent categorization engine. Turn raw transaction data into actionable insights.

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Raw bank transactions are difficult to interpret. Fiskil's transaction categorization automatically organizes transactions into meaningful categories, enabling spending analysis, budgeting, and financial insights.

The Challenge

Bank transaction descriptions are cryptic and inconsistent, making it difficult for users to understand their spending patterns.

The Solution

Fiskil automatically categorizes every transaction into consistent spending categories using machine learning and rule-based logic.

Capabilities

How Fiskil Helps

Automatic Category Assignment

Every transaction is assigned to a category (groceries, transport, dining, entertainment, etc.) automatically.

Merchant Enrichment

Raw merchant names are cleaned and enriched with recognizable business names.

Multi-Level Categories

Hierarchical category structure (e.g., Shopping > Groceries > Supermarkets) for granular insights.

Custom Categories

Define your own category taxonomy or customise the default categories to match your app's needs.

Implementation

How It Works

1

Fetch Transactions

Retrieve transactions from the API. Each transaction includes raw description, amount, date, and other metadata.

2

Receive Categories

Transactions come pre-categorized with category name, category ID, and confidence score.

3

Display Insights

Use categorized data to show spending breakdowns, budget tracking, and financial trends.

4

Allow Recategorization

Let users manually adjust categories if needed, improving accuracy over time.

In Practice

How Teams Use This

Budgeting App

A budgeting app uses automatic categorization to show users exactly where their money goes each month.

Users get instant spending insights without manual data entry, increasing app engagement by 60%.

Expense Management Tool

A business expense tool categorizes employee transactions for automatic expense reporting.

Reduced expense report processing time by 80% through automatic categorization.

Financial Wellness Platform

A wellness platform uses categorization to provide personalized savings recommendations based on spending patterns.

Users save an average of $200/month by identifying unnecessary spending categories.

Technical Details

What You Integrate With

API endpoints

  • GET /accounts/{accountId}/transactions
  • GET /transactions/{transactionId}
  • POST /transactions/{transactionId}/recategorize

Data returned

Transaction category

Category confidence score

Merchant name (enriched)

Transaction type (debit/credit)

Recurring payment indicator

Authorisation

OAuth 2.0 / CDR consent

Real-time data access.

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FAQs

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