OCR for Receipts and Invoices: Automate Data Entry
Manual data entry from receipts and invoices is slow, tedious, and error-prone. OCR can extract vendor names, dates, totals, and line items in seconds — here's how.
What Data Can OCR Extract from Receipts?
Modern OCR tools extract far more than just raw text. Here is the structured data you can pull from 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 structured text with vendor name, items, prices, and totals.
- Copy or export the data. Paste the extracted text into your spreadsheet, accounting software, or expense tracker.
Receipt OCR Accuracy by Tool
We tested receipt OCR accuracy on 100 receipts from different stores, restaurants, and service providers. We measured how accurately each tool extracted the total amount and vendor name.
| Tool | Total Accuracy | Vendor Accuracy | Price |
|---|---|---|---|
| FastOCR | 94% | 91% | Free |
| Google Cloud Vision | 96% | 93% | Pay-per-use |
| AWS Textract | 95% | 92% | Pay-per-use |
| Adobe Acrobat | 88% | 85% | $23/mo |
| ABBYY FineReader | 91% | 89% | $199/yr |
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
- Process receipts in batches to save time on repetitive data entry
Extract Receipt Data — Free
Upload receipts and invoices to FastOCR. Get editable text with vendor names, dates, and totals in seconds. No signup required.
Try FastOCR Free