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Marker vs Rossum

MarkerRossum

Convert PDFs and documents to clean Markdown.

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AI document-processing platform that automates transactional workflows end to end

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Votes00
PricingFreemiumPaid
CategoryDocument AiDocument Ai
Tags
practical-ossopen-sourcedocument-airag
document-aiidpocrinvoice-processingaccounts-payabledata-capture
Best for—
  • Mid-market and enterprise AP and finance teams
  • High-volume transactional document processing
  • Global shared service centers
Pros
  • Handles many input formats (PDF, images, DOCX, PPTX, XLSX, HTML, EPUB) and outputs Markdown, JSON, HTML, or chunks sized for RAG
  • Preserves structure: tables, equations as LaTeX, code blocks, reading order, and image extraction, with headers/footers removed
  • Selective OCR keeps it fast by only invoking the vision model on bad or scanned pages, with a CPU-only no-OCR path available
  • Optional --use_llm hybrid mode works with Gemini, Claude, OpenAI-compatible, Azure, Vertex, OpenRouter, or local Ollama models
  • Apache-2.0 code with CLI, Python API, batch processing, and a simple API server
  • Proprietary Aurora LLM trained on millions of transactional documents
  • Supports 276 languages plus handwriting with continuous learning
  • Strong ergonomic validation UI for human-in-the-loop review
  • Unlimited seats on all plans
  • Certified integrations with SAP and Coupa, plus NetSuite, Workday, and more
Cons
  • Model weights are not freely commercial: a modified OpenRAIL-M license caps free use at under $5M funding/revenue and requires paid licensing above that
  • Best accuracy needs a GPU plus a local inference server (vLLM via Docker, or llama.cpp on CPU/Apple Silicon), adding setup
  • Very complex layouts with nested tables and forms may still convert poorly
  • The built-in API server is explicitly basic and not intended for large-scale production use
  • Entry pricing starts around $18,000/year, out of reach for small teams
  • Quote-only pricing with a one-year minimum contract
  • No free-forever plan; only a 14-day trial
  • No self-hosted/on-prem option (cloud-native only)
  • Optimized for transactional documents, less suited to arbitrary types

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