# Amazon Textract: how AI models rank it, October 2026

IT AI Recommendation Index, October 2026 Edition. Named in 28 judge labels across 1 categories by 13 of 14 models. Page: https://it-ai-index.com/vendors/amazon-textract/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Intelligent document processing | 4% | 7 | 14% | 28 |

## What the models said for it

- "I would suggest starting with Google Cloud Document AI or Amazon Textract" (MiniMax M2.5, Document processing)
- "If cost is the primary constraint, Amazon Textract is hard to beat" (Claude Haiku 4.5, Document processing)
- "If you're already on AWS and need just extraction APIs, Textract's 3-month free tier and pay-per-page model is the cheapest to trial." (Muse Glimmer 30B, Document processing)
- "Best for: Tech-savvy startups and companies wanting to scale volume up and down without fixed monthly software overhead." (Gemini 3.5 Flash, Document processing)

## And against it

- "Avoid if you are non-technical: Azure AI and AWS Textract" (Qwen 3.7 Flash, Document processing)
- "Be especially cautious if... custom extraction is developer-centric and that handwriting and language support need testing." (GPT-6 Luna, Document processing)
- ""Raw" Cloud Provider APIs (Without a Custom Interface) * Examples: Standalone use of AWS Textract" (Gemini 3.5 Flash, Document processing)
- "described more as a platform component than a finished end-to-end product" (Perplexity Sonar, Document processing)

## In its own words

What Amazon Textract's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.


## Record

- Method: https://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, October 2026 Edition, it-ai-index.com.