Prompt
What should I use for OCR on invoices if I need line items and totals?
Latest observation
Oct 11, 2026
OpenAI APIWeb search: off
For invoice OCR with line items and totals, you’ll usually want more than “plain OCR.” You need document understanding / invoice extraction that can read the page and return structured fields.
Best options
-
Google Document AI – Invoice Parser
- Strong for invoices, line items, totals, taxes, vendors, dates
- Good accuracy and structured output
-
Azure AI Document Intelligence (Form Recognizer) – Prebuilt Invoice
- Good for extracting invoice fields and line items
- Easy to integrate if you’re already in Microsoft/Azure
-
Amazon Textract – AnalyzeExpense
- Specifically designed for invoices/receipts
- Extracts line items, totals, and key values
-
ABBYY Vantage / FlexiCapture
- Often excellent for complex enterprise invoice workflows
- Strong if you need customization and human review steps
If you want open-source / self-hosted
- PaddleOCR + custom extraction logic
- Tesseract + layout parsing, though this is usually weaker for line items
- LayoutLM / Donut / TrOCR-based pipelines for more advanced custom setups
Recommendation by use case
- Fastest production-ready: Google Document AI, Azure Document Intelligence, or Amazon Textract
- Best enterprise workflow and customization: ABBYY
- Lowest cost / self-hosted: PaddleOCR plus your own table extraction
Important note
If you specifically need line items, make sure the tool supports:
- table detection
- key-value extraction
- confidence scores
- multi-page invoices
- post-processing for totals validation
If you tell me your environment—cloud preference, volume, budget, and whether invoices are mostly standard or messy—I can recommend the best one more specifically.