AWS Textract vs Azure AI Document Intelligence
Comprehensive 2026 technical breakdown comparing pricing per 1,000 pages, benchmark accuracy on printed text and tables, single-page latency, and developer ergonomics.
The Verdict: Azure AI Document Intelligence
In this head-to-head evaluation, Azure AI Document Intelligence emerges as the stronger option with an overall rating of 9.2/10 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 layout model delivers text, tables, and structure in a single $10/1k pass (33% cheaper than aws textract tables), Azure AI Document Intelligence is the superior choice.
Feature & Benchmark Comparison Matrix
Scroll horizontally on mobile →| Feature & Metric | AWS Textract Best for AWS Ecosystem & Tax Forms Amazon Web Services | Azure AI Document Intelligence Best for Prebuilt Templates & Hybrid Microsoft Azure |
|---|---|---|
| 💰 Pricing & Licensing | ||
| Base OCR (per 1,000 pages) | $1.50 | $1.50 |
| Table Extraction (per 1k pages) | $15.00 | $10.00 |
| Forms & Key-Values (per 1k) | $50.00 | $10.00 |
| Recurring Free Tier | 1,000 pages raw text OCR; 100 pages Forms/Tables/Queries per month | 500 pages per month (F0 tier, capped at 4MB and first 2 pages per doc) |
| 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 | 78.2 /100 |
| Table Structure (TEDS Score) | 93.8% | 94.5% |
| Handwriting Recognition | 88.4% (Good) | 92% (Excellent) |
| Single-Page Latency (p50) | 850 ms p95: 2100ms | 720 ms p95: 1650ms |
| ⚙️ Features & Document AI | ||
| Supported Languages | 6+ English, Spanish, German, Italian... | 164+ English, Spanish, German, French... |
| Deployment Modes | Cloud API (Synchronous & Asynchronous S3 Batch) | Cloud API, On-Premises Docker Container |
| Bounding Polygon Precision | Word-level | Word-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, Node.js (TypeScript), C#/.NET, Java, REST API |
| Setup Time | ~15 mins | ~10 mins |
| Max Payload / Pages | 10MB / 3000 pages | 50MB / 2000 pages |
| Direct Links | ||
💰 Pricing & Monthly Cost Scenarios
For standard document OCR, Azure AI Document Intelligence is more affordable at $1.50 per 1,000 pages compared to AWS Textract's $1.50 per 1,000 pages. When extracting structured tables and forms, AWS Textract charges $15.00/1k vs Azure AI Document Intelligence's $10.00/1k.
| Volume Tier | AWS Textract | Azure AI Document Intelligence | Cheaper Option |
|---|---|---|---|
| 10,000 pages/mo (Starter) | $135 | $95 | Azure AI Document Intelligence (Save $40) |
| 50,000 pages/mo (Growth) | $735 | $495 | Azure AI Document Intelligence (Save $240) |
| 250,000 pages/mo (Enterprise) | $3,735 | $2,495 | Azure AI Document Intelligence (Save $1,240) |
| 1,000,000 pages/mo (Scale) | $14,985 | $9,995 | Azure AI Document Intelligence (Save $4,990) |
🎯 Accuracy & Latency Breakdown
On the OlmOCR-Bench deterministic benchmark, Azure AI Document Intelligence outperforms AWS Textract (78.2 vs 76.5), exhibiting fewer hallucinations on multi-column reading order and mathematical typography. Both solutions offer comparable table parsing quality (93.8% vs 94.5% TEDS score).
Speed & Latency Profile
Azure AI Document Intelligence is the faster engine with an average single-page response time of 720ms (vs AWS Textract's 850ms). This makes Azure AI Document Intelligence particularly advantageous for user-facing applications requiring instantaneous feedback.
Table & Structure Recognition
AWS Textract (93.8% TEDS) vs Azure AI Document Intelligence (94.5% TEDS). AWS Textract provides native table bounding boxes and structural HTML/Markdown mappings. Azure AI Document Intelligence includes dedicated table parsing capabilities.
Composite Performance Breakdown
AWS Textract Score Breakdown
Standardized 1-10 benchmark scaleAzure AI Document Intelligence Score Breakdown
Standardized 1-10 benchmark scaleWhen 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
When to Choose Azure AI Document Intelligence
Best suited for developers and companies that prioritize:
- ✓ Organizations fully integrated into Microsoft Azure & Power Platform
- ✓ Standard US tax (W-2) and healthcare insurance card processing
- ✓ Hybrid on-premise container document workflows
- ✓ Enterprise RAG chunking with coordinate preservation
- ✓ You need faster response times (~720ms vs ~720ms)
💻 Quickstart Code Snippets
See how each library processes a document in 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']}")from azure.ai.documentintelligence import DocumentIntelligenceClient
from azure.core.credentials import AzureKeyCredential
client = DocumentIntelligenceClient(
endpoint="https://<your-instance>.cognitiveservices.azure.com/",
credential=AzureKeyCredential("<api-key>")
)
with open("invoice.pdf", "rb") as f:
poller = client.begin_analyze_document("prebuilt-invoice", analyze_request=f)
result = poller.result()
print(result.documents[0].fields.get('InvoiceTotal').value_string)❓ AWS Textract vs Azure AI Document Intelligence FAQs
Which is cheaper: AWS Textract or Azure AI Document Intelligence? ▼
AWS Textract costs $1.50 per 1,000 base pages vs Azure AI Document Intelligence at $1.50 per 1,000 base pages. For table parsing, AWS Textract is $15.00/1k vs Azure AI Document Intelligence at $10.00/1k.
Which OCR API has higher accuracy: AWS Textract or Azure AI Document Intelligence? ▼
In standardized benchmark testing on clean printed text, AWS Textract achieved 98.1% accuracy compared to Azure AI Document Intelligence's 98.6%. On complex table structure extraction, AWS Textract recorded a 93.8% TEDS score vs Azure AI Document Intelligence's 94.5% TEDS score.
Which API is faster: AWS Textract or Azure AI Document Intelligence? ▼
AWS Textract has an average single-page response time of 850ms (p50 latency) vs Azure AI Document Intelligence's 720ms. Under high concurrency, AWS Textract reaches 2100ms p95 latency vs Azure AI Document Intelligence's 1650ms.
When should I choose AWS Textract over Azure AI Document Intelligence? ▼
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 Azure AI Document Intelligence if you prioritize: Organizations fully integrated into Microsoft Azure & Power Platform, Standard US tax (W-2) and healthcare insurance card processing, Hybrid on-premise container document workflows.