Reducto
Document parsing API designed specifically for AI/RAG pipelines. Converts complex PDFs (tables, figures, forms, scanned documents) to structured Markdown or JSON optimized for LLM ingestion. Handles multi-column layouts, complex tables, math formulas, and mixed content that generic PDF parsers fail on. Built with agent RAG pipelines as the primary use case.
Score Breakdown
⚙ Agent Friendliness
🔒 Security
HTTPS enforced. Documents uploaded to Reducto servers — data retention and processing policies should be reviewed for sensitive documents. No SOC2 publicly confirmed.
⚡ Reliability
Best When
You need high-quality PDF parsing for agent RAG pipelines, especially documents with complex layouts (tables, figures, math) where other parsers lose structure.
Avoid When
You're processing simple, text-only PDFs — cheaper tools like pdfplumber or AWS Textract will do fine at lower cost.
Use Cases
- • Parse complex PDF documents (financial reports, research papers, legal contracts) into clean Markdown for agent RAG pipelines
- • Extract structured table data from PDFs and financial documents into JSON with column headers preserved for agent data analysis
- • Process scanned or low-quality PDFs with OCR enhancement specifically tuned for high-quality LLM context extraction
- • Convert academic papers with math formulas, charts, and multi-column layouts into agent-consumable text without layout artifacts
- • Batch process large document collections for agent knowledge base ingestion with structured, chunking-ready output
Not For
- • Simple text extraction from clean PDFs — pdfplumber or PyMuPDF are cheaper and faster for straightforward PDFs
- • Real-time document processing at millisecond latency — Reducto prioritizes quality over speed for complex documents
- • Non-document file types (images, audio, spreadsheets as .xlsx) — Reducto focuses on PDF and document formats
Interface
Authentication
API key passed in Authorization header as Bearer token. Keys provisioned in Reducto dashboard. No scope granularity — single key grants full API access.
Pricing
Pricing is per-page with volume discounts. Complex documents (tables, figures) may cost more than simple text pages. Free credits available for evaluation without credit card.
Agent Metadata
Known Gotchas
- ⚠ Large document processing is asynchronous — agents must handle async job submission, polling, and completion webhooks rather than synchronous responses
- ⚠ Output quality varies significantly by document type — financial PDFs with tables parse much better than scanned handwritten notes
- ⚠ Markdown output may contain formatting artifacts for very complex layouts — validate output quality for your document type before production use
- ⚠ Page counts for billing are based on parsed pages, not input pages — some preprocessing may alter page count
- ⚠ Document confidentiality: PDFs are uploaded to Reducto's servers for processing — sensitive documents require reviewing data handling policy
Alternatives
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Scores are editorial opinions as of 2026-03-07.