⚡ Head-to-Head Technical Benchmark

AWS Textract vs Mistral OCR 4

Comprehensive 2026 technical breakdown comparing pricing per 1,000 pages, benchmark accuracy on printed text and tables, single-page latency, and developer ergonomics.

AWS Textract Base $1.50/1k
Mistral OCR 4 Base $4.00/1k
Accuracy (Printed) 98.1% vs 99%
Latency (p50) 850ms vs 550ms
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The Verdict: Mistral OCR 4

In this head-to-head evaluation, Mistral OCR 4 emerges as the stronger option with an overall rating of 9.7/10 versus AWS Textract's 8.9/10. If your top priority is deeply embedded in the aws ecosystem (native s3, sns, sqs, and lambda event triggers), go with AWS Textract. If you value highest benchmark score among closed-source commercial apis (85.20 on olmocr-bench & 93.07 on omnidocbench), Mistral OCR 4 is the superior choice.

Feature & Benchmark Comparison Matrix

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Feature & Metric
AWS Textract Best for AWS Ecosystem & Tax Forms
Amazon Web Services
Mistral OCR 4 Top VLM API Benchmark (85.20 OlmOCR-Bench)
Mistral AI
💰 Pricing & Licensing
Base OCR (per 1,000 pages) $1.50 $4.00
Table Extraction (per 1k pages) $15.00 $4.00
Forms & Key-Values (per 1k) $50.00 $5.00
Recurring Free Tier 1,000 pages raw text OCR; 100 pages Forms/Tables/Queries per month $10 free trial API credit pool
Min Monthly Commitment $0 / Pay-as-you-go $0 / Pay-as-you-go
🎯 OlmOCR-Bench & Accuracy Standards
OlmOCR-Bench Score (Unit Tests)
76.5 /100
85.2 /100
Table Structure (TEDS Score)
93.8%
95.8%
Handwriting Recognition 88.4% (Good) 94.3% (Excellent)
Single-Page Latency (p50) 850 ms p95: 2100ms 550 ms p95: 1400ms
⚙️ Features & Document AI
Supported Languages 6+ English, Spanish, German, Italian... 170+ English, French, German, Spanish...
Deployment Modes Cloud API (Synchronous & Asynchronous S3 Batch) Cloud API (Standard & Batch), Self-Hosted Enterprise Container
Bounding Polygon Precision Word-level Block-level
Searchable PDF / Markdown ✅ Searchable PDF ✅ Searchable PDF
Compliance SOC2 • HIPAA • GDPR SOC2 • HIPAA • GDPR
💻 Developer Ergonomics
Official SDKs Python (Boto3), Node.js (AWS SDK), Go, Java, C#, REST API Python, TypeScript/Node.js, REST API, LangChain, LlamaIndex
Setup Time ~15 mins ~5 mins
Max Payload / Pages 10MB / 3000 pages 50MB / 100 pages
Direct Links

💰 Pricing & Monthly Cost Scenarios

For standard document OCR, AWS Textract is more affordable at $1.50 per 1,000 pages compared to Mistral OCR 4's $4.00 per 1,000 pages. When extracting structured tables and forms, AWS Textract charges $15.00/1k vs Mistral OCR 4's $4.00/1k.

Monthly Cost Estimates (with Table Extraction)
Volume Tier AWS Textract Mistral OCR 4 Cheaper Option
10,000 pages/mo (Starter) $135 $38 Mistral OCR 4 (Save $97)
50,000 pages/mo (Growth) $735 $198 Mistral OCR 4 (Save $537)
250,000 pages/mo (Enterprise) $3,735 $998 Mistral OCR 4 (Save $2,737)
1,000,000 pages/mo (Scale) $14,985 $3,998 Mistral OCR 4 (Save $10,987)

🎯 Accuracy & Latency Breakdown

On the OlmOCR-Bench deterministic benchmark, Mistral OCR 4 outperforms AWS Textract (85.2 vs 76.5), exhibiting fewer hallucinations on multi-column reading order and mathematical typography. Both solutions offer comparable table parsing quality (93.8% vs 95.8% TEDS score).

Speed & Latency Profile

Mistral OCR 4 is the faster engine with an average single-page response time of 550ms (vs AWS Textract's 850ms). This makes Mistral OCR 4 particularly advantageous for user-facing applications requiring instantaneous feedback.

Table & Structure Recognition

AWS Textract (93.8% TEDS) vs Mistral OCR 4 (95.8% TEDS). AWS Textract provides native table bounding boxes and structural HTML/Markdown mappings. Mistral OCR 4 includes dedicated table parsing capabilities.

Composite Performance Breakdown

AWS Textract Score Breakdown

Standardized 1-10 benchmark scale
8.9 /10
Printed & Handwritten Accuracy 9.4/10
Table & Structure Recognition 9.7/10
Latency & Inference Throughput 8.7/10
Pricing & Unit Economics 7.8/10
Developer DX & SDK Ergonomics 8.8/10
Composite Score 8.9 / 10.0

Mistral OCR 4 Score Breakdown

Standardized 1-10 benchmark scale
9.7 /10
Printed & Handwritten Accuracy 9.9/10
Table & Structure Recognition 9.9/10
Latency & Inference Throughput 9.4/10
Pricing & Unit Economics 9.5/10
Developer DX & SDK Ergonomics 9.8/10
Composite Score 9.7 / 10.0
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When to Choose AWS Textract

Best suited for developers and companies that prioritize:

  • Enterprises deeply entrenched in AWS infrastructure
  • Mortgage and loan origination document parsing
  • US tax form (W-2, 1099, 1040) processing
  • Automated S3 document ingestion pipelines
  • You want lower base OCR pricing ($1.5/1k vs $4/1k)
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When to Choose Mistral OCR 4

Best suited for developers and companies that prioritize:

  • Enterprise search, RAG ingestion, and agentic reasoning pipelines
  • Scientific and academic papers with dense multi-column layouts and LaTeX math
  • Complex tables requiring clean HTML DOM representation
  • Global multilingual document processing across 170 languages
  • You need faster response times (~550ms vs ~550ms)

💻 Quickstart Code Snippets

See how each library processes a document in Python:

AWS Textract (Python)
import boto3

textract = boto3.client('textract', region_name='us-east-1')
with open('invoice.pdf', 'rb') as doc:
    response = textract.analyze_expense(
        Document={'Bytes': doc.read()}
    )
for doc in response['ExpenseDocuments']:
    for field in doc['SummaryFields']:
        print(f"{field['Type']['Text']}: {field['ValueDetection']['Text']}")
Mistral OCR 4 (Python)
from mistralai import Mistral

client = Mistral(api_key="your_api_key")
response = client.ocr.process(
    model="mistral-ocr-latest",
    document={"type": "document_url", "document_url": "https://example.com/paper.pdf"},
    table_format="html",
    include_image_base64=True
)
print(response.pages[0].markdown)

AWS Textract vs Mistral OCR 4 FAQs

Which is cheaper: AWS Textract or Mistral OCR 4?

AWS Textract costs $1.50 per 1,000 base pages vs Mistral OCR 4 at $4.00 per 1,000 base pages. For table parsing, AWS Textract is $15.00/1k vs Mistral OCR 4 at $4.00/1k.

Which OCR API has higher accuracy: AWS Textract or Mistral OCR 4?

In standardized benchmark testing on clean printed text, AWS Textract achieved 98.1% accuracy compared to Mistral OCR 4's 99%. On complex table structure extraction, AWS Textract recorded a 93.8% TEDS score vs Mistral OCR 4's 95.8% TEDS score.

Which API is faster: AWS Textract or Mistral OCR 4?

AWS Textract has an average single-page response time of 850ms (p50 latency) vs Mistral OCR 4's 550ms. Under high concurrency, AWS Textract reaches 2100ms p95 latency vs Mistral OCR 4's 1400ms.

When should I choose AWS Textract over Mistral OCR 4?

Choose AWS Textract if you prioritize: Enterprises deeply entrenched in AWS infrastructure, Mortgage and loan origination document parsing, US tax form (W-2, 1099, 1040) processing. Choose Mistral OCR 4 if you prioritize: Enterprise search, RAG ingestion, and agentic reasoning pipelines, Scientific and academic papers with dense multi-column layouts and LaTeX math, Complex tables requiring clean HTML DOM representation.

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