Name: AWS Textract
Brand: AWS Textract
Availability: InStock

Tool Introduction

AWS Textract is a machine learning service that automates the extraction of text, handwriting, and structured data from scanned documents and images. It helps organizations reduce manual effort by recognizing not just raw text but also the layout and relationships in forms and tables. Built on Amazon’s expertise in computer vision, Textract enables large-scale document digitization across industries like healthcare, finance, insurance, government, and legal services.

Demo Available?

Amazon Textract offers a free trial through the AWS Free Tier for new accounts with usage limits during the first three months.

Tool's Accuracy

AWS Textract provides confidence scores for each extracted element and shows high accuracy on standard business documents. Printed text, forms, and tables typically score above 95% confidence in official usage scenarios.

Aggregate Rating

4.2/5 stars (estimated from informal sources and limited reviews)

Detailed Overview

AWS Textract uses deep learning to extract structured data from complex documents for automated workflows.

What AWS Textract Does

AWS Textract automates data extraction from scanned images and PDFs using machine learning. It detects printed and handwritten text across fonts and formats. The platform identifies key-value pairs in forms and maintains structure when extracting tables. It captures layout elements like headers or paragraphs. Users can run custom queries for targeted data points. Expense analysis extracts financial details from invoices and receipts. ID Document Analysis reads driver’s licenses or passports. Lending Workflow processes mortgage packages by routing pages to proper operations.

Textract supports both real-time (synchronous) and batch (asynchronous) processing with structured JSON output for downstream integration.

Who AWS Textract is for

Textract serves teams needing scalable document automation:

Enterprises handling paperwork at volume.
Government agencies digitizing archives.
Legal firms managing contracts.
HR teams processing applicant documents.
Developers building document-centric apps.
Analysts extracting insights from reports.

It supports small teams up to large enterprises needing to process millions of files efficiently.

Top Differentiators

Textract stands out with its ability to extract key-value pairs, tables, layout elements, and handwriting—not just plain text. Custom queries tailor results to business needs. As part of AWS infrastructure, it scales easily while maintaining high availability. Integration with services like S3 or Lambda supports full workflow automation. Security features meet compliance standards such as HIPAA or PCI DSS.

Introductory Video

Founding Year

2019

Target Industry

B2B, Healthcare, Financial Services, Insurance, Government, Legal, Human Resources, Supply Chain and Procurement, Public Sector, Software and Internet

Available Integrations

UiPath: Enables automated data extraction from documents like invoices within UiPath Studio, with support for various formats and no templates required.
Blue Prism: Embeds Textract’s OCR into business workflows, ideal for enterprises using Blue Prism's automation suite.
Ripcord: Supports large-scale digitization and data extraction from physical records, often used in broader digital transformation efforts.
New Relic: Provides observability by displaying Textract metrics on dashboards via CloudWatch or polling integrations.
Amazon S3: Stores documents and triggers Textract jobs automatically upon upload for seamless processing.
Amazon Lambda: Supports custom post-processing and workflow automation using serverless computing tied to document events.
Amazon Augmented AI (A2I): Adds human review to document processing pipelines, important for regulated industries needing validation.
AWS SDKs and REST API: Offer extensive integration options for developers to embed Textract into custom workflows and applications.

Detect Document Text: $1.50 per 1,000 pages for the first 1 million pages each month, then $0.60 per 1,000 pages.
Tables + Forms + Queries: $70.00 per 1,000 pages for the first 1 million pages each month, then $55.00 per 1,000 pages.
Signatures: $3.50 per 1,000 pages for the first 1 million pages each month, then $1.40 per 1,000 pages.

The service uses a pay-as-you-go model with tiered rates based on volume. OCR is included in Analyze Document API outputs at no additional cost. There are no minimum fees or upfront commitments.

Pricing last verified: 01/17/2026
Official Source: https://aws.amazon.com/textract/
Disclaimer: Pricing is subject to change. Please confirm current pricing on the vendor site.

Features & Specs

Text Extraction: Reads both printed and handwritten content in images or PDFs.
Form Extraction: Captures key-value fields while preserving their context.
Table Extraction: Maintains structure across rows and columns in tabular data.
Layout Detection: Identifies titles, paragraphs, lists, headers, footers.
Custom Queries: Tailor output by defining search logic specific to your documents.
Expense Analysis: Extracts line items, totals, payment terms from receipts or invoices.
ID Document Analysis: Gathers structured info from IDs like passports or licenses.
Lending Workflow: Automates loan document processing via intelligent page routing.

Supported file types include JPEGs, PNGs, PDFs (scanned/digital), single-page or multi-page formats.

Limits include:

Max 500 MB per PDF; 10 MB per image
Up to 3,000 pages asynchronously; only 1 page synchronously
Max dimension: 10K pixels on longest side

Performance:

Real-time results for single-page docs via synchronous API
Batch processing via asynchronous API handles larger volumes efficiently

API options include REST endpoints plus SDKs for Python (boto3), JavaScript, Go & others. CLI support available.

Rate limits depend on account; asynchronous jobs allow higher throughput.

Output is structured JSON with bounding boxes & confidence scores

Security & Compliance

Data is processed in AWS regions selected by the customer to meet residency needs. Data is encrypted in transit via TLS and at rest using AWS KMS with customer-managed keys. IAM policies support fine-grained access control with optional SSO via AWS SSO. Customers manage document retention; AWS does not store data post-processing unless retained by the user. Certifications include SOC 1–3, ISO 27001/27017/27018, PCI DSS, HIPAA eligibility, and FedRAMP. Customer data isn’t used for model training unless opted in. Integration is available with CloudTrail for logging and PrivateLink for secure connectivity.

Industry Use-Cases

Healthcare

AWS Textract extracts data from handwritten notes, lab results, and PDFs to support EHRs and clinical research. You’ll see improved accuracy, faster processing, and better decision-making in care delivery.

Insurance

AWS Textract automates claims and policy document extraction for faster processing and improved accuracy. It supports higher automation rates and streamlines policy management workflows.

Financial Services

AWS Textract processes loan forms, IDs, and tax documents to reduce approval times and manual effort. It supports real-time KYC checks for faster onboarding with high accuracy.

Public Sector

AWS Textract digitizes prescriptions and historical records at scale. This enables easier access, long-term storage, and supports public health or climate research initiatives.

Legal

AWS Textract extracts clauses, dates, signatures, and other key fields from contracts. It shortens review cycles and helps legal teams manage compliance efficiently.

Human Resources

AWS Textract parses resumes to extract relevant skills and experience into tracking systems. This reduces manual screening time during hiring.

Supply Chain and Procurement

AWS Textract captures purchase order details like quantities or pricing from scanned files. You can speed up procurement tasks while lowering errors in inventory workflows.

Tool's Alternatives

Google Cloud Document AI
Provides pretrained models and an easy interface. It excels in ease of use but struggles with complex table extraction and itemized data.

Microsoft Azure AI Document Intelligence
Excels with advanced models and flexible deployment. Strong at handling forms but requires more setup than cloud-native tools.

ABBYY FlexiCapture
Supports broad formats with audit trails and editing features. Ideal for regulated industries but needs more setup than cloud solutions.

Rossum
Focuses on financial documents with high accuracy. Works well for ERP-connected workflows but needs customization for other use cases.

Nanonets
Offers a no-code platform with fast onboarding. Best for simple deployments but lacks deep customization found in enterprise tools.

Frequently Asked Questions

What types of documents does AWS Textract support?
AWS Textract processes JPEGs, PNGs, and PDFs—both scanned and digital. It supports single- or multi-page files and handles printed or handwritten content, including forms, tables, IDs, and receipts.

How much does AWS Textract cost per page?
Pricing depends on the feature used. For example, Detect Document Text costs $0.0015 per page for the first 1 million pages monthly in US West (Oregon); rates decrease after that.

What are the limits on file size and page count?
PDFs can be up to 500 MB; images up to 10 MB. Asynchronous jobs allow up to 3,000 pages per file; synchronous processing handles only one page at a time.

Does AWS Textract preserve tables and form structure?
Yes. The service extracts key-value pairs from forms and maintains rows and columns in tables, preserving layout context during processing.

Can I extract specific data points from documents?
Yes. Custom queries let users define search logic to extract targeted values like names or totals directly from documents.

Is handwriting supported in document extraction?
Textract detects both printed and handwritten text across fonts and layouts within supported image or PDF formats.

How is extracted data secured in AWS Textract?
Data is encrypted using TLS in transit and AWS KMS at rest. Access control uses IAM policies with optional SSO integration. Data isn’t stored unless retained by users.

Which APIs or SDKs are available for developers?
Textract offers REST APIs plus SDKs for Python (boto3), JavaScript, Go, and more. CLI support is also available for automation workflows.

Does AWS Textract integrate with other platforms?
Yes. Integrations include Amazon S3, Lambda, UiPath, Blue Prism, A2I for human review, Ripcord for digitization, and New Relic for observability dashboards.

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AWS Textract

Automate document data extraction with machine learning.