Prompt
I'm building a document upload workflow and need OCR for PDFs and images, what should I use?
Latest observation
Oct 11, 2026
OpenAI APIWeb search: off
If you need OCR for both PDFs and images, the best choice depends on whether you want simple, managed OCR or more control/self-hosting.
Good options
1. Google Cloud Vision / Document AI
- Best for: high accuracy, production workflows, scanned PDFs, multipage docs
- Pros: very strong OCR, layout detection, tables/forms, async PDF processing
- Cons: paid service, cloud dependency
2. AWS Textract
- Best for: document workflows, forms, tables, business documents
- Pros: great for extracting structured data, supports PDFs and images
- Cons: can be pricier/less flexible depending on use case
3. Azure AI Document Intelligence
- Best for: enterprise document processing
- Pros: strong OCR + form extraction, good PDF/image support
- Cons: cloud dependency, pricing
4. Tesseract OCR
- Best for: open-source/self-hosted needs
- Pros: free, runs locally, good baseline OCR
- Cons: weaker on complex layouts, tables, handwriting, and noisy scans; PDF handling needs extra steps
5. PaddleOCR
- Best for: open-source OCR with better modern accuracy than Tesseract in many cases
- Pros: strong for images, multilingual support, can be self-hosted
- Cons: more setup complexity; PDF support usually requires converting pages to images first
My recommendation
- If you want fastest path to reliable production OCR:
Google Document AI or AWS Textract - If you want self-hosted and low cost:
PaddleOCR (or Tesseract if you want simplest) - If you need structured extraction from forms/invoices/receipts:
AWS Textract or Azure Document Intelligence
Practical architecture for your workflow
A common setup is:
- User uploads PDF/image
- Store original file in object storage
- Detect file type:
- PDF → render pages to images or send directly to OCR service if supported
- image → send directly
- Run OCR asynchronously
- Save extracted text + page-level results + confidence scores
- Optionally post-process:
- language detection
- cleanup
- searchable PDF generation
- metadata extraction
Simple rule of thumb
- Need accuracy and simplicity? Use a cloud OCR API.
- Need local/self-hosted? Use PaddleOCR.
- Need tables/forms? Use Textract or Document AI.
If you tell me:
- your cloud preference,
- expected monthly volume,
- whether you need tables/forms/handwriting,
I can recommend the best exact stack for your workflow.