Categorized once. Consistent all year.

Rules handle the vendors you have seen before. AI suggests the rest from your client's chart of accounts, and every guess stays marked until you accept it.

The CapyParse review grid for Maple Street Bakery: 258 transactions with clean payee names such as Rosewood Properties, and categories marked AI until reviewed.

Shown with sample statements for a fictional business.

Rules first. AI second. You stay in charge of every category.

Review grid rows with payees such as Rosewood Properties and Coastal Dairy Supply, each marked AI.

Clean payee names. "ACH DEBIT COASTAL DAIRY SUPPLY" becomes Coastal Dairy Supply, with the bank line kept in the memo.

The Vendors tab of the project rules, listing eleven vendors with a default category for each.

Vendors with defaults. Add a vendor with a default category, and every line that matches it is filled in for you.

Grid rows where CHECK 1041 and CHECK 1040 have no category while the rows around them do.

No guesses on vague lines. A bare check number says nothing about the payee, so it is left for you instead of guessed.

The Categories tab with 76 categories, a Paste a list button and a Replace with QuickBooks defaults button.

Your client's chart of accounts. Start from the QuickBooks defaults or paste the client's list. The AI only picks from it.

Rules that learn from your edits

Pick a category for a payee and CapyParse saves it as a rule. The next statement uses it, and the AI never overrides a rule you set.

  • Shared by everyone on the project
  • AI suggestions marked until accepted
  • Every categorize run can be undone
The Project rules panel listing 14 rules, each with a bank line, a vendor, a category and an Accept button.

Where it saves the most time. Less coding by hand, more judgment.

Year-end review?

The same bank line gets the same category every month, so the reviewer checks vendors, not transactions.

Tax client with only statements?

A categorized year in Excel is the start of the return, and the AI Assistant totals spending by category.

New staff on the account?

The rules live with the project, so a new bookkeeper codes it the way the last one did.

Recurring bills?

Rent, payroll and utilities are handled by rules, leaving one-off purchases for a person.

What changes. The same job, before CapyParse and after.

  • Every row coded by hand, every month

    Known payees categorized by rules

  • The same vendor in three different accounts

    One rule per bank line, shared by the team

  • Raw bank lines as payee names

    Clean vendor names, bank line in the memo

  • Generic categories to remap later

    Categories from the client's own list

Which categories does the AI use?

Only the categories in the project's list. Start from the QuickBooks defaults or paste your client's chart of accounts, and the AI picks from those names.

Will the AI change a category I set by hand?

No. A category you choose for a payee is saved as your rule, and the AI never overwrites it. AI suggestions are marked so you can always tell them apart.

Can I apply one category to every transaction from a payee?

Yes. When you pick a category, you choose whether it applies to this row, to every row from that payee, or to the rows you selected. Only the payee choice saves a rule.

Do categories carry into the export?

Yes. The full CSV layout includes a Category column, ready to map in Xero, Sage or a spreadsheet. The QuickBooks layout keeps the three columns QuickBooks asks for: date, description and amount.

Can each client have a different category list?

Yes. Each project has its own list and its own rules. Start from the QuickBooks defaults, paste the client's chart of accounts, or add a category from the picker while you work.

What happens with checks and other vague lines?

Lines that say nothing about the payee, such as a bare check number, are left blank rather than guessed, so a person makes that call.

Try it on your own statements.

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