Head to head
AWS Textract vs Unstructured
As a document ai & ocr API, AWS Textract rates higher on the APIbenchmarks Index, 87.7 to 77, a 10.7-point gap. Here is how they compare on each criterion.
Criterion by criterion
| Criterion | AWS Textract | Unstructured |
|---|---|---|
| Documentation & DX | ||
| Reliability | ||
| Ecosystem & SDKs | ||
| Accessibility | ||
| APIbenchmarks Index | 87.7 | 77.0 |
Specifications
| AWS Textract | Unstructured | |
|---|---|---|
| Best for | Cloud-native OCR for AWS workloads | Document preprocessing for LLMs/RAG |
| Free tier | 1,000 pages/mo for 3 months (DetectDocumentText only) | 1,000 pages/mo (hosted free API) |
| Pricing | Per 1k pages | Per page (~$0.03) |
| Official SDKs | 10 languages | 6 languages |
Is AWS Textract better than Unstructured?
On the APIbenchmarks Index, AWS Textract rates higher (87.7 vs 77). It leads on the four weighted criteria, but price is reported separately, so the best choice still depends on your budget.
Verdict in one line
AWS Textract leads by 10.7 points (87.7 vs 77) and wins 3 of 4 criteria; Unstructured wins 1.
Winner by criterion
| Criterion |  AWS Textract | Winner | |
|---|---|---|---|
| Documentation & DX | 82 | 80 | AWS Textract |
| Reliability | 95 | 70 | AWS Textract |
| Ecosystem & SDKs | 95 | 74 | AWS Textract |
| Accessibility | 78 | 85 |
Choose AWS Textract if… / choose Unstructured if…
Choose AWS Textract if- →documentation & dx matters most to you (82 vs 80)
- →reliability matters most to you (95 vs 70)
- →ecosystem & sdks matters most to you (95 vs 74)
- →you need broad SDK coverage (10 official SDKs vs 6)
- →your use case matches its focus: cloud-native ocr for aws workloads
- →accessibility matters most to you (85 vs 78)
- →your use case matches its focus: document preprocessing for llms/rag
Pricing side by side
AWS Textract- Model
- Per 1k pages
- Free tier
- 1,000 pages/mo for 3 months (DetectDocumentText only)
- Free Tier (first 3 months)$0
- Detect Document Text (raw OCR)$1.50 / 1k pages
- Analyze Document – Forms$50 / 1k pages
- Analyze Document – Tables$15 / 1k pages
- Forms + Tables + Queries (bundle)$70 / 1k pages
- AnalyzeExpense / AnalyzeID$10 / $25 per 1k pages
- Model
- Per page (~$0.03)
- Free tier
- 1,000 pages/mo (hosted free API)
- Let's Go (Free)$0 (15,000 pages)
- Pay-As-You-Go$0.03 / page
- Business / EnterpriseCustom
Vendor-published pricing, verified 2026-06-27 (AWS Textract) and 2026-06-27 (Unstructured).
SDK and language coverage
Both · 1
Python (boto3)
Only AWS Textract · 9
JavaJavaScript / Node.jsAWS SDK for .NET (C#)GoRubyPHPC++AWS CLITextractor (open-source Python helper library)
Only Unstructured · 5
Python client (unstructured-python-client)JavaScript/TypeScript client (unstructured-js-client)REST API (Serverless/Platform API)MCP server (SDK methods exposed as tools)Docker (unstructured-api self-hosted image)
Strengths and weaknesses
AWS Textract- +Strong, benchmark-validated accuracy on printed text, forms, and tables (~94% avg in independent tests, on par with Google/Azure)
- +Cheap raw OCR at $1.50/1k pages with steep volume discounts above 1M pages/month
- +Purpose-built endpoints for invoices/receipts, IDs, and loan/mortgage packages reduce custom modeling
- –Structured extraction is expensive, Forms is $50/1k pages and the full bundle $70/1k
- –Pricing is confusing: the same API costs different amounts by feature combination and varies by region
- –Cost tracking in Cost Explorer is awkward and usage is hard to attribute
- +Single partition() API handles 25-64+ file types with selectable fast/hi_res/ocr_only/auto strategies
- +Leading published content-fidelity benchmark (adjusted CCT 0.880) and very low hallucination/token-addition rates with VLM pipelines
- +Popular open-source library (~15k stars) with deep LangChain/LlamaIndex adoption
- –Open-source library can be computationally expensive and slow on long documents requiring OCR
- –Hyperscaler document services and specialized parsers can outperform it on complex layouts, tables, and non-Latin scripts
- –Some users migrate to LlamaParse or cloud OCR for image- and table-heavy documents
AWS Textract vs Unstructured: questions
- Which has better documentation, AWS Textract or Unstructured?
- AWS Textract scores higher on documentation and developer experience: 82 vs 80 out of 100.
- Which is more reliable, AWS Textract or Unstructured?
- AWS Textract scores higher on reliability: 95 vs 70 out of 100.
- Do AWS Textract and Unstructured have a free tier?
- AWS Textract: yes (1,000 pages/mo for 3 months (DetectDocumentText only)). Unstructured: yes (1,000 pages/mo (hosted free API)).
- How are AWS Textract and Unstructured priced?
- AWS Textract: Per 1k pages. Unstructured: Per page (~$0.03).
- Which has more official SDKs?
- AWS Textract lists 10 official SDKs, Unstructured lists 6.