Comparison

AWS Textract vs Docling

No leader: the top candidate Docling has only 0.32 confidence (low), below the 0.35 needed to declare a winner. The attribute-by-attribute breakdown below, with a source and date on every value, is the honest way to compare them.

Machine formatsJSONMarkdownGraphQLor send Accept: application/json
AWS Textract41
Docling60
Score
Vioscale score
AWS Textract41 / 100medium · 61%
Docling60 / 100low · 32%
Pricing
Free tier
AWS Textract
Docling
Model
AWS Textractfreemium
Price level
AWS Textractlow
Doclingfree
Transparent
AWS Textract
Docling
Integrations
Count
AWS Textract6
Docling5
Security
Fedramp
AWS Textract
Docling
Gdpr
AWS Textract
Docling
Hipaa
AWS Textract
Docling
Pci
AWS Textract
Docling
Reliability
Status page
AWS Textract
Docling
Adoption
Dependent repos
AWS Textract
Docling0
Github stars
AWS Textract
Docling65,599
Activity
Commits last 30d
AWS Textract
Docling100
Release
Cadence days
AWS Textract
Docling2
History
AWS Textract
Docling20 items
License
Spdx
AWS Textract
DoclingMIT
Language
Primary
AWS Textract
DoclingPython

Capabilities

Feature-by-feature on the axes that matter for document ai. “-” means undocumented, not absent.

Capabilities
Prebuilt models
AWS Textract-
Docling
Custom model training
AWS Textract-
Docling-
Table extraction
AWS Textract-
Docling
Handwriting recognition
AWS Textract-
Docling-
Id document parsing
AWS Textract-
Docling-
Human in the loop review
AWS Textract-
Docling-
Confidence scoring
AWS Textract-
Docling-
LLM vlm based extraction
AWS Textract-
Docling
RPA ERP integration
AWS Textract-
Docling-
Open source
AWS Textract-
Docling

What each one is

The product in its own terms, so the numbers below have context.

AWS Textract

An AWS service that uses machine learning to automatically extract text, handwriting, layout elements, and data from scanned documents and images. It goes beyond basic OCR to identify and understand specific data within documents without manual configuration or setup.

Independently observed

Docling

A Python library that converts documents from multiple formats (PDF, Word, Excel, images, audio, video, etc.) into structured data representations. Offers sophisticated PDF analysis capabilities for layout, tables, and content extraction, plus OCR support and AI framework integration.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

AWS Textract

Usage-basedFree tier

Pay-per-use model with free tier available. Specific pricing requires contacting sales.

as of verify ↗

Docling

Open sourceFree tier

Open source project, free to use

as of verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platforms
Web
AWS Textract
Docling
macOS
AWS Textract
Docling
Windows
AWS Textract
Docling
Linux
AWS Textract
Docling
CLI
AWS Textract
Docling
Deployment
Cloud / SaaS
AWS Textract
Docling
Self-hosted
AWS Textract
Docling
On-premise
AWS Textract
Docling
Air-gapped
AWS Textract
Docling

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

AWS Textract

6 total
  • AWS CloudWatch
  • AWS Lambda
  • AWS API Gateway
  • Amazon S3
  • AWS IAM
  • Amazon Bedrock
Independently observed

Docling

6 total
  • LangChain
  • LlamaIndex
  • Crew AI
  • Haystack
  • OpenContracts
  • Apify
Independently observed

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.