Index › IT › Products › Amazon Textract · November 2026 Edition
Intelligent document processing · Ranked

Amazon Textract

Amazon Textract is a fully managed machine learning service from AWS that extracts text, handwriting, tables and form data from documents · amazon.com ↗

#8Best rank (mid-market)
14/14Models named it
2First choices
31Warnings
November 2026 Edition · all company sizes counted.
Ranked inIntelligent document processing #8 mid-market
What AI models recommend

Read the same way at every company size.

The standing depends on who is buying. Every model is asked the same questions for each company size.

Why models recommend it

“"I have a developer" | Amazon Textract or Google Document AI | Rawest price per page ($0.0015). No markup.”Qwen 3.7 Flash · Budget-constrained question · first choice
“Amazon Textract is often the safest budget-conscious choice for teams that want a scalable IDP foundation”GPT-5.4 mini · Budget-constrained question · first choice
“Developers usually prefer AWS Textract or Azure AI Document Intelligence APIs to integrate into custom apps”Gemini 3.5 Flash · Comparative question · alternative
“Cloud APIs like Azure Document Intelligence, Amazon Textract, Google Document AI, or Mistral OCR”Claude Haiku 4.5 · Budget-constrained question · alternative

What gives them pause

“Avoid if you do not have a dedicated DevOps team to maintain the code.”Qwen 3.7 Flash · Negative question · warning
“Amazon Textract as a standalone, turnkey IDP platform. Treat it as a document-processing building block: you may need to add workflow orchestration, validation, and exception handling yourself.”GPT-6 Luna · Negative question · warning
“Google Document AI, Amazon Textract, and Azure Document Intelligence can provide strong extraction, but you may need to build validation, exception queues... They are risky choices”Perplexity Sonar · Negative question · warning
“zero out-of-the-box user interface or business workflow. Your team must build the exception-handling UI, ERP integrations, and business logic manually.”Gemini 3.5 Flash · Direct question · warning

Also on the shortlist

The products named in the same answers as Amazon Textract, over the 89 answers that named it, and how often each was the first choice instead.

What the models named instead of Amazon Textract →

A side-by-side page exists where both products are among a category's top eight.

At a glance

Stated on Amazon Textract's own site, not checked by Gane.

Visit amazon.com ↗

How this is measured

Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.

Gane sells AI visibility software. No company can pay to change a result.

Read the method →

Sources returned with these answers

The sites and pages the answers that named Amazon Textract came back with. A fact about retrieval, not a cause of the answer.

Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 79 of the 89 answers that named Amazon Textract and are not a share of its labels.

By model

How each model answered on Amazon Textract across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ModelFirst choiceAlternativeMentionWarningLabels
Claude Haiku 4.501001
GPT-5.4 mini10001
Gemini 3.5 Flash03025
Perplexity Sonar01023
Grok 4.2000303
Mistral Small00101
DeepSeek V4 Flash00112
Llama 4 Maverick00000
Qwen 3.7 Flash11013
Kimi K201102
GLM 4.7 FlashX00000
MiniMax M2.500101
GPT-6 Luna00123
Muse Glimmer 30B00202