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AI Categorisation

Last updated 2026-06-17

How AI categorisation works

When you import transactions, Finance Frank's AI analyses each one and assigns a category automatically. This saves you hours of manual data entry.

What the AI considers

Frank looks at several factors when categorising:

  • Transaction description — the merchant name or payment reference
  • Amount — the size and direction (income vs expense)
  • Date patterns — recurring transactions like subscriptions
  • Your history — how you've categorised similar transactions before
  • Common merchant patterns — widely recognised merchant → category mappings (see below)

Accuracy and learning

The AI improves over time as you use Finance Frank:

  1. Initial import — Frank uses general patterns to categorise (e.g. "Woolworths" → Groceries)
  2. Your corrections — when you re-categorise a transaction, Frank remembers
  3. Future imports — Frank applies your preferences to new transactions

Editing transactions

Click any transaction to open it for editing. You can:

  1. Change the category — select a different category from the dropdown
  2. Toggle tax deductible — override the automatic deduction status
  3. Add notes — record context like "client meeting" or "work travel"
  4. Attach a receipt — upload a PDF or image for documentation
  5. Delete — remove incorrect or duplicate transactions

Frank learns from your category corrections and applies them to future imports.

Smarter merchant matching

Categorisation has also been improved by learning common merchant → category mappings across the Finance Frank user base — so a well-known merchant is more likely to land in the right category on the first import, before you've ever corrected it.

This is privacy-safe by design:

  • Only merchant-to-category mappings that have been confirmed by many users are used — nothing is inferred from a single person's data.
  • No personal data is shared. It's the general pattern (a merchant name maps to a category), never your transactions, amounts, or any information that identifies you.

Your own corrections always take priority. If you categorise a merchant differently from the common pattern, Frank applies your preference to your future imports.

Available categories

Finance Frank includes standard categories aligned with Australian tax reporting:

  • Income (salary, dividends, interest, rental)
  • Groceries & household
  • Transport & fuel
  • Utilities & bills
  • Entertainment & dining
  • Health & medical
  • Insurance
  • Education
  • Work-related expenses (deductible)
  • And more

You can ask Frank AI to help you understand which categories apply to specific transactions.

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