Assisted transaction organization

Automatic expense categorization you can review and correct

Expense Atlas can suggest categories for imported transactions and receipt items using saved preferences, merchant information, transaction details, and automated assistance. Ambiguous or incorrect results remain editable.

How category suggestions become reviewed records

A saved preference can organize a familiar merchant quickly, while a new or ambiguous purchase may receive a suggestion that needs your review.

  1. 1

    Keep the source visible

    Activity can come from a receipt, statement, CSV file, manual entry, or eligible Plaid connection. Source context helps users check duplicates and interpretation.

  2. 2

    Normalize merchant text

    Merchant cleanup and aliases can group variants such as a processor-prefixed description with a reviewed canonical merchant name.

  3. 3

    Apply saved preferences first

    Your saved category choices and merchant preferences can organize familiar activity without reconsidering every transaction from scratch.

  4. 4

    Use automated assistance when needed

    For unfamiliar activity, available merchant, memo, amount, and receipt details can support a category suggestion for you to review.

  5. 5

    Review and correct

    Unclear or unresolved activity can be flagged for review or manual categorization. You can correct categories and manage merchant name preferences.

Synthetic demo data

Resolving an unfamiliar merchant description

A payment processor label can obscure the merchant that actually matters.

Imported description

The source text is preserved for review.

SQ *NORTHSTAR MKT

Normalized merchant

Cleanup removes the processor prefix.

Northstar Market

Suggested category

Based on the available merchant and transaction context.

Groceries

User correction

The user changes the category after checking the purchase.

Household Consumables

The correction improves the reviewed record and can support a user-controlled rule or alias. It does not prove that every future transaction from the merchant belongs in the same category.

CSS illustration with synthetic demo data. This is not a product interface or screenshot.

Categorization is assistance, not automatic perfection

  • Merchant names can be cryptic, shared across purchase types, or missing. Amount and memo context can also be incomplete.
  • Rules, caches, aliases, provider categories, and AI suggestions can all produce incorrect results.
  • One merchant can legitimately span multiple categories, so a past correction should not be treated as universal truth.
  • Transfers, refunds, split purchases, income, cash withdrawals, and receipt line items often need more context than one transaction description provides.
  • Review uncategorized and surprising results before using category totals in a Personalized Budget or actual comparison.

Frequently asked questions

Clear answers about how this feature works and what to review before relying on it.

How does automatic expense categorization work?

Expense Atlas can use your saved preferences, merchant information, and available transaction or receipt details to suggest a category. The information available differs by source, so you remain in control of review and correction.

Can I correct a category?

Yes. Users can review and edit categories. Merchant aliases and user-controlled rules can also help organize recurring name variants.

Will every transaction be categorized correctly?

No. Ambiguous, incomplete, or unfamiliar records can be wrong or remain unresolved. Expense Atlas flags uncertain activity for review and supports manual correction.

Do receipt items and bank transactions use the same evidence?

Not always. Receipt items can provide product detail, while a bank transaction may provide only a merchant and total. Each source can require a different review.

Organize activity without giving up review

Review pricing to choose the processing capacity that fits your supported inputs and category review workflow.