Cohere ParseCohere AI
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DeepSeek-OCRDeepSeek
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About
Cohere Parse is a high-throughput vision-language model for processing large volumes of enterprise documents and converting complex, multimodal files into structured, machine-readable data. It goes beyond traditional OCR by understanding tables, forms, diagrams, embedded images, and document structure, returning clean Markdown for downstream processing and applications. Parse is trained for business documents across major industries and domains, including finance, insurance, and scientific work, and supports documents and images across nine major world languages. Spatial awareness preserves important visual relationships by returning bounding boxes for visual elements, helping improve retrieval, grounding, and automation. The model is designed for production-scale workloads, with high throughput and consistent parsing quality as document volumes grow. It can be used for automated document processing, extracting structured information from claims, contracts, and invoices.
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About
DeepSeek-OCR is an open source model for Contexts Optical Compression, built to explore the boundaries of visual-text compression and investigate the role of vision encoders from an LLM-centric viewpoint. It is designed to compress long contexts through optical 2D mapping, using DeepEncoder as the core engine and DeepSeek3B-MoE-A570M as the decoder. DeepEncoder maintains low activations under high-resolution input while achieving high compression ratios, keeping the number of vision tokens manageable for document understanding. The model supports OCR and document parsing workflows for images and PDFs, with inference through vLLM or Transformers. Users can run image OCR with streaming output, process PDFs with high concurrency, or run batch evaluation for benchmarks. DeepSeek-OCR can convert documents to Markdown, perform free OCR without layouts, parse figures, describe images in detail, and locate referenced text inside an image.
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Audience
Enterprise AI, data, and document-processing teams seeking to turn complex business documents into structured data for automation, search, RAG, and agentic workflows
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Audience
AI researchers and developers seeking to extract and efficiently encode document content for OCR and multimodal language model applications
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Support
Phone Support
24/7 Live Support
Online
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Support
Phone Support
24/7 Live Support
Online
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API
Offers API
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API
Offers API
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Pricing
No information available.
Free Version
Free Trial
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Pricing
Free
Free Version
Free Trial
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Reviews/
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Reviews/
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Training
Documentation
Webinars
Live Online
In Person
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Training
Documentation
Webinars
Live Online
In Person
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Company InformationCohere AI
Founded: 2019
Canada
cohere.com/blog/parse
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Company InformationDeepSeek
Founded: 2023
China
github.com/deepseek-ai/DeepSeek-OCR
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Integrations
DeepSeek
Markdown
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