OCR for Receipts and Invoices: Automate Data Entry
Manual data entry from receipts and invoices is slow, tedious, and error-prone. OCR can turn a receipt into text with the vendor, dates, totals, and line items, ready to copy — here's how.
What Data Can OCR Extract from Receipts?
FastOCR returns the text on the page, not named fields. Here is the data you can find in that text on receipts and invoices:
Vendor / Store Name
The business name at the top of the receipt.
Date & Time
Transaction date and time stamps.
Total Amount
Final charged amount including tax.
Tax Amount
Sales tax or VAT breakdown.
Line Items
Individual products or services with prices.
Payment Method
Credit card, cash, or digital payment type.
Invoice Number
Unique identifier for accounting reconciliation.
Currency
USD, EUR, GBP, and other currencies.
Step-by-Step: Extract Data from a Receipt
- Capture the receipt. Use your phone camera or a flatbed scanner. Ensure the entire receipt is visible with good lighting.
- Upload to an OCR tool. Tools like FastOCR accept JPG, PNG, and PDF. Upload the receipt image directly.
- Extract the text. The OCR engine processes the image and returns the text, including vendor name, items, prices, and totals, as printed on the receipt.
- Copy or export the data. Paste the extracted text into your spreadsheet, accounting software, or expense tracker.
Choosing a Receipt OCR Tool
Plain OCR tools such as FastOCR return the text on the receipt, which you then copy into a spreadsheet or expense tracker. Dedicated receipt and invoice services go further and return named fields such as vendor, date and total, but they usually charge per page. Whichever you pick, test it on a handful of your own receipts and always check the total and the vendor name against the original.
Common Receipt OCR Challenges
- Thermal paper fading — old receipts have low contrast text
- Small font sizes — receipt text is often 6-8pt
- Crumpled or wrinkled paper — creases distort text shapes
- Multiple columns — item descriptions and prices in separate columns
- Mixed fonts — store names in logos vs receipt items in dot-matrix
- Currency symbols — $, €, £, ¥ can be confused with similar characters
Best Practices for Receipt Scanning
- Scan receipts promptly — thermal paper fades within weeks
- Use good lighting and a flat surface to avoid shadows and wrinkles
- Capture the entire receipt including the bottom portion
- Save as PNG for best quality (JPG compression can blur small text)
- For thermal receipts, increase contrast before uploading
- Do receipts one after another and keep the files named by date (on the website, batch upload is for PDFs on paid plans)
Extract Receipt Data — Free
Upload receipts and invoices to FastOCR. Get editable text with vendor names, dates, and totals. Images need no account for a daily guest allowance.
Try FastOCR Free