⚡ Head-to-Head Technical Benchmark

AWS Textract vs Reducto

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
Reducto Base $15.00/1k
Accuracy (Printed) 98.1% vs 98.4%
Latency (p50) 850ms vs 480ms
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The Verdict: Close Tie (Depends on Workload)

In this head-to-head evaluation, AWS Textract and Reducto are closely matched with overall scores of 8.9/10 and 9/10 respectively. 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 99%+ uptime sla with strict soc2 type ii and hipaa zero data retention policies, Reducto 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
Reducto Best for Clean Markdown & Compliance
Reducto AI
💰 Pricing & Licensing
Base OCR (per 1,000 pages) $1.50 $15.00
Table Extraction (per 1k pages) $15.00 $15.00
Forms & Key-Values (per 1k) $50.00 $15.00
Recurring Free Tier 1,000 pages raw text OCR; 100 pages Forms/Tables/Queries per month 15,000 free credits upon sign up
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
81 /100
Table Structure (TEDS Score)
93.8%
93.5%
Handwriting Recognition 88.4% (Good) 88% (Good)
Single-Page Latency (p50) 850 ms p95: 2100ms 480 ms p95: 1150ms
⚙️ Features & Document AI
Supported Languages 6+ English, Spanish, German, Italian... 80+ English, Spanish, French, German...
Deployment Modes Cloud API (Synchronous & Asynchronous S3 Batch) Cloud API, VPC & Air-Gapped On-Premise
Bounding Polygon Precision Word-level Block-level
Searchable PDF / Markdown ✅ Searchable PDF ❌ JSON/Markdown
Compliance SOC2 • HIPAA • GDPR SOC2 • HIPAA • GDPR
💻 Developer Ergonomics
Official SDKs Python (Boto3), Node.js (AWS SDK), Go, Java, C#, REST API Python, TypeScript, REST API
Setup Time ~15 mins ~5 mins
Max Payload / Pages 10MB / 3000 pages 50MB / 250 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 Reducto's $15.00 per 1,000 pages. When extracting structured tables and forms, AWS Textract charges $15.00/1k vs Reducto's $15.00/1k.

Monthly Cost Estimates (with Table Extraction)
Volume Tier AWS Textract Reducto Cheaper Option
10,000 pages/mo (Starter) $135 $135 Equal Cost
50,000 pages/mo (Growth) $735 $735 Equal Cost
250,000 pages/mo (Enterprise) $3,735 $3,735 Equal Cost
1,000,000 pages/mo (Scale) $14,985 $14,985 Equal Cost

🎯 Accuracy & Latency Breakdown

On the OlmOCR-Bench deterministic benchmark, Reducto outperforms AWS Textract (81 vs 76.5), exhibiting fewer hallucinations on multi-column reading order and mathematical typography. Both solutions offer comparable table parsing quality (93.8% vs 93.5% TEDS score).

Speed & Latency Profile

Reducto is the faster engine with an average single-page response time of 480ms (vs AWS Textract's 850ms). This makes Reducto particularly advantageous for user-facing applications requiring instantaneous feedback.

Table & Structure Recognition

AWS Textract (93.8% TEDS) vs Reducto (93.5% TEDS). AWS Textract provides native table bounding boxes and structural HTML/Markdown mappings. Reducto 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

Reducto Score Breakdown

Standardized 1-10 benchmark scale
9 /10
Printed & Handwritten Accuracy 9.2/10
Table & Structure Recognition 9.3/10
Latency & Inference Throughput 9.3/10
Pricing & Unit Economics 8.1/10
Developer DX & SDK Ergonomics 9.1/10
Composite Score 9 / 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 $15/1k)
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When to Choose Reducto

Best suited for developers and companies that prioritize:

  • Regulated enterprise RAG pipelines requiring zero data retention
  • Direct document parsing into structured Markdown/HTML tables
  • VPC and on-premise sovereign enterprise deployments
  • You need faster response times (~480ms vs ~480ms)

💻 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']}")
Reducto (Python)
import requests

url = "https://api.reducto.ai/parse"
headers = {"Authorization": "Bearer YOUR_API_KEY"}
files = {"file": open("document.pdf", "rb")}

response = requests.post(url, headers=headers, files=files)
print(response.json()["result"])

AWS Textract vs Reducto FAQs

Which is cheaper: AWS Textract or Reducto?

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

Which OCR API has higher accuracy: AWS Textract or Reducto?

In standardized benchmark testing on clean printed text, AWS Textract achieved 98.1% accuracy compared to Reducto's 98.4%. On complex table structure extraction, AWS Textract recorded a 93.8% TEDS score vs Reducto's 93.5% TEDS score.

Which API is faster: AWS Textract or Reducto?

AWS Textract has an average single-page response time of 850ms (p50 latency) vs Reducto's 480ms. Under high concurrency, AWS Textract reaches 2100ms p95 latency vs Reducto's 1150ms.

When should I choose AWS Textract over Reducto?

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 Reducto if you prioritize: Regulated enterprise RAG pipelines requiring zero data retention, Direct document parsing into structured Markdown/HTML tables, VPC and on-premise sovereign enterprise deployments.

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