Categorize Credit Card Transactions Instantly

Download credit card CSV files from your banks. Upload CSV files and get categorized output.

Categorize your spending instantly, with summary report.

Different banks have different credit card CSV formats. You will get back a combined CSV with a normalized format plus ai_category column.

Summary Report Preview

Artifacts:
all_categorized_normalized.CSV: Present
Summary.CSV: Present

Categorization Summary:
Date range: 2024-12-30 to 2025-12-22
Rows categorized: 612
Remaining uncategorized: 0
Percentage total used (net spend): 69,917.80
Refund/Credit: 2,315.22

Payment / Transfers: -$73,320.47 (0.0%)
Utilities / Services: $15,174.02 (21.7%)
Insurance: $8,842.00 (12.6%)
Dining / Coffee & Fast Food: $7,837.27 (11.2%)
Air Travel: $5,678.86 (8.1%)
Groceries: $5,428.63 (7.8%)
Financial Services: $5,000.00 (7.2%)
Retail / Shopping: $3,966.25 (5.7%)
Retail Shopping: $2,761.77 (4.0%)

Advanced Amazon Clearing Tool (Desktop App)

Follow the Spreadsheet Views Across the Clearing Process
Zoom: 100%Click & drag to pan • Scroll or pinch to zoom

Spreadsheet Views Across the Clearing Process

Here is what the spreadsheets actually look like at each stage of the clearing process.

A. Input CSVs (Before Clearing)

Source A: Normalized Credit Cards (all_categorized_normalized.CSV)

The bank card statement only shows the raw charge. The family doesn\'t know what was bought.

DateDescriptionCategoryAmountCard IDSourceFile
2026-05-17AMAZON* ZP4XH8UJ4Shopping-50.00****1234bank_statement_1234.csv

Source B: Extracted Gift Card Activity Ledger (giftcard/amazon_transactions_*.csv)

Tracks gift card balance spend. Shows the order number, but no item details.

Order DateOrder IDItem NameTotal AmountTransaction TypePayment Method
2026-05-15111-2222222-3333333Gift Card Spend-20.00DebitGift Card Balance

Source C: Extracted Amazon Transaction History (amazon_transactions_*.csv)

The bridge that reveals the payment structure of the order.

Order DateOrder IDItem Name / DescriptionTotal AmountTransaction TypePayment Method
2026-05-15111-2222222-3333333Multi-Item Order (3 items)-50.00DebitVisa ****1234
2026-05-15111-2222222-3333333Multi-Item Order (3 items)-20.00DebitGift Card

Source D: Downloaded Amazon Order History (categorized_Retail.OrderHistory.1.CSV)

The itemized list with descriptions and categories, but no split payment context.

Order DateOrder IDProduct NameTotal OwedOrder Statusai_category
2026-05-15111-2222222-3333333Modern Chef\'s Knife45.00ShippedKitchen
2026-05-15111-2222222-3333333Organic Coffee Beans15.00ShippedGroceries
2026-05-15111-2222222-3333333Sci-Fi Novel10.00ShippedBooks

B. Tier 2: Order-Level Reconciled CSV (Amazon_Clearing_Account.csv)

Shows how the card charge ($50) and gift card ($20) are gathered to pay the $70 generic order.

DateOrder IDDescriptionCategoryFunding In (+)Expense Out (-)Reconciliation Status
2026-05-17111-2222222-3333333Visa ****1234Visa Funding50.00Reconciled
2026-05-15111-2222222-3333333Gift Card FundingGift Card Funding20.00Reconciled
2026-05-15111-2222222-3333333Amazon Order ReconciledAmazon Order-70.00Reconciled
✓ Mathematical Audit: ∑(Funding In) + ∑(Expense Out) = $50.00 + $20.00 + (-$70.00) = $0.00. The ledger is perfectly zero-balanced.

C. Derived Cleared Bank Statement (all_categorized_normalized_cleared.CSV)

The original credit card charge has been relabeled as a transfer to prevent double-counting.

DateDescriptionCategoryAmountCard IDSourceFile
2026-05-17AMAZON* ZP4XH8UJ4Transfer to the Amazon Clearing Account-50.00****1234bank_statement_1234.csv

D. Tier 3: Item-Level Cleared CSV (Itemized_Amazon_Clearing_Account.CSV)

The generic -$70.00 expense is deleted and replaced with three itemized, categorized lines!

DateOrder IDDescriptionCategoryFunding In (+)Expense Out (-)Reconciliation Status
2026-05-17111-2222222-3333333Visa ****1234Visa Funding50.00Reconciled
2026-05-15111-2222222-3333333Gift Card FundingGift Card Funding20.00Reconciled
2026-05-15111-2222222-3333333Modern Chef\'s KnifeKitchen-45.00Reconciled
2026-05-15111-2222222-3333333Organic Coffee BeansGroceries-15.00Reconciled
2026-05-15111-2222222-3333333Sci-Fi NovelBooks-10.00Reconciled
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