Textract
Definition
AWS Textract is a powerful service that uses machine learning to automatically extract text and data from documents, streamlining data processing
Use Cases
- Amazon: Automating invoice and receipt processing for accounts payable workflows — Documents are uploaded to Amazon S3, processed with Amazon Textract to extract text, tables, and key-value pairs, then routed through AWS services (for example, AWS Lambda for orchestration and Amazon DynamoDB or Amazon RDS for storage) for validation and downstream ERP integration. (Reduced manual data entry and improved processing speed for document-heavy workflows by extracting structured fields automatically.)
- Intuit: Extracting key fields from tax and financial documents to streamline data entry — Users upload documents; an OCR/document extraction service is used to capture fields (such as payer, amounts, and dates) and pre-fill forms, followed by human review for exceptions. (Faster customer workflows and fewer transcription errors by pre-populating fields from uploaded documents.)
Provider Equivalents
- AWS: Amazon Textract
- Azure: Azure AI Document Intelligence (formerly Form Recognizer)
- GCP: Document AI
- OCI: OCI AI Document Understanding
Frequently Asked Questions
- What's the difference between Amazon Textract and Amazon Rekognition OCR?
- Textract is designed for documents and can extract structured data like forms (key-value pairs) and tables in addition to text. Rekognition’s text detection is primarily for text in images and video frames (for example, signs or labels) and does not focus on document form/table structure the way Textract does.
- When should I use Amazon Textract?
- Use Textract when you need to turn scanned PDFs or images of documents into usable data—especially if the documents contain forms or tables (invoices, receipts, applications, IDs, medical/insurance forms). It’s a good fit when manual typing is slow or error-prone and you can tolerate occasional extraction errors with validation or human review for exceptions.
- How much does Amazon Textract cost?
- Textract is pay-as-you-go. Pricing depends on what you extract (for example, plain text detection vs. analyzing forms and tables), the number of pages processed, and whether you use synchronous or asynchronous APIs. Your total cost is driven mainly by monthly page volume and the feature set you choose; check the AWS Textract pricing page for current per-page rates in your region.
Category: ai-ml
Difficulty: intermediate
Related Terms
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