Unlock the power of 22 Indian languages with 87.36% accuracy. Process documents, extract data, and understand content like never before.
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From OCR to semantic understanding, Sarvam Vision delivers enterprise-grade document intelligence
High-precision optical character recognition across all 22 official Indian languages with industry-leading accuracy rates.
Automatically extract tables, charts, forms, and complex layouts while preserving structure and meaning.
Interpret scientific diagrams, infographics, charts, and illustrations with advanced computer vision.
Go beyond text extraction to understand context, relationships, and meaning within documents.
Seamlessly integrate Sarvam Vision into your applications with our comprehensive REST API and SDKs.
Bank-grade encryption, compliance certifications, and data privacy controls for sensitive documents.
Independent benchmark results show superior performance on Indian language documents
While global AI models excel at English documents, they treat Indian languages as secondary priorities. Sarvam Vision was built from the ground up specifically for India's linguistic diversity:
Understanding the technology behind India's most accurate document AI
3 Billion Parameters
A state-space architecture that processes both visual and textual information simultaneously. Unlike traditional OCR that only extracts text, Sarvam Vision understands the semantic relationship between visual elements and their meaning.
Semantic Structure Understanding
Advanced neural network that identifies document structure including headers, footers, columns, tables, figures, and captions. Preserves hierarchical relationships for downstream processing.
Intelligent Content Sequencing
Determines the correct reading order for complex documents with mixed layouts. Critical for documents with sidebars, callouts, footnotes, and multi-directional text flow.
Research papers, technical journals, conference proceedings with complex mathematical notation and scientific charts
Annual reports, balance sheets, invoices, receipts with tabular data and numerical precision requirements
Official bulletins, forms, certificates, legal documents in multiple Indian languages and formats
Archival materials, ancient texts, handwritten documents with varied quality and preservation states
Textbooks, workbooks, examination papers across primary, secondary, and higher education levels
Newspapers, magazines, periodicals with diverse layouts, fonts, and regional language variations
Native support for every regional language with specialized models for each script
Real-world examples of document processing and visual understanding
Comprehensive tutorials for common document processing tasks
Museums, libraries, and cultural organizations need to preserve and digitize historical documents. Here's how Sarvam Vision makes this process simple and accurate.
Finance teams spend hours manually entering invoice data. Sarvam Vision can extract vendor names, amounts, line items, and tax details automatically - even from invoices in different languages.
Manual Entry: 5-10 minutes per invoice
With Sarvam Vision: 10 seconds per invoice
98% faster processing
Manual Entry: 92-95% accuracy
Sarvam Vision: 97-99% accuracy
Fewer errors, less rework
Government offices receive thousands of handwritten and printed forms daily. Sarvam Vision handles mixed Hindi-English documents, checkboxes, signatures, and handwritten annotations.
Sarvam Vision includes built-in PII (Personally Identifiable Information) detection and masking. Sensitive fields like Aadhaar numbers, phone numbers, and addresses can be automatically redacted or encrypted before storage, ensuring compliance with data protection regulations.
Researchers need to extract data from hundreds of papers, including text, tables, graphs, and mathematical equations. Sarvam Vision's visual understanding makes this process efficient and accurate.
Sarvam Vision can:
Converts mathematical notation to:
Everything you need to know about Sarvam Vision
Sarvam Vision supports all major image and document formats including JPG, PNG, TIFF, BMP, PDF, and HEIC. For best results, we recommend using high-resolution scans (300 DPI or higher). PDF files can contain multiple pages and will be processed sequentially.
Yes! Sarvam Vision has been specifically trained on handwritten text across all 22 Indian languages. While accuracy may be slightly lower for highly stylized handwriting compared to printed text, it significantly outperforms general-purpose OCR tools on Indian language handwriting. For optimal results, ensure clear lighting and legible handwriting.
Sarvam Vision excels at processing documents that contain multiple languages in the same file. It automatically detects language switches and maintains context across different scripts. This is particularly useful for Indian documents that often mix English with regional languages, such as government forms, academic papers, and business correspondence.
During February 2026, all features are completely free. After the promotional period, Sarvam Vision offers flexible pricing: a free tier for individual users (up to 100 pages/month), a professional plan for small businesses (₹2,999/month for 5,000 pages), and enterprise plans with custom volumes and SLAs. API pricing is based on usage with volume discounts available.
Absolutely. All documents are encrypted in transit (TLS 1.3) and at rest (AES-256). Documents are processed in secure, isolated environments and are automatically deleted after 24 hours unless you choose to save them. Sarvam Vision is SOC 2 Type II certified and complies with India's data protection regulations. Enterprise customers can opt for on-premise deployment for maximum data control.
Yes! Sarvam Vision provides a comprehensive REST API with SDKs for Python, JavaScript, Java, and other popular languages. The API supports batch processing, webhooks for async processing, and custom extraction templates. Detailed documentation and code examples are available at docs.sarvam.ai. Most integrations can be completed in under a day.
While Google Cloud Vision and AWS Textract are excellent general-purpose OCR tools, they were primarily trained on English and European languages. Sarvam Vision was built specifically for India with dedicated models for each of the 22 official languages. This results in 15-20% higher accuracy on Indian language documents, better handling of regional script variations, and superior performance on low-resource languages like Santhali and Bodo that global providers often struggle with.
Processing time depends on document complexity and length. A single-page invoice or form typically processes in 5-10 seconds. A dense 10-page research paper with charts and tables might take 30-60 seconds. For batch processing of large document sets (100+ pages), the API can process multiple documents in parallel, achieving throughput of 50-100 pages per minute.
Yes! Sarvam Vision includes advanced image preprocessing that can handle faded text, stains, tears, and other common issues with historical documents. It can work with documents that have yellowed paper, ink bleed-through, and partial obscuration. For severely damaged documents, results may require manual review, but Sarvam Vision will flag low-confidence extractions for your attention.
Enterprise customers can work with our team to create custom extraction templates for their specific document types (proprietary forms, industry-specific layouts, etc.). While the base model cannot be retrained, we can fine-tune extraction rules and validation logic to match your exact requirements. This is particularly valuable for organizations processing high volumes of standardized documents.
Tailored document intelligence for your sector
Modernize citizen services and preserve historical records with AI-powered document processing that understands India's administrative complexity.
Improve patient care and reduce administrative burden with accurate extraction from medical documents in regional languages.
Streamline KYC, loan processing, and compliance workflows with intelligent document verification and data extraction.
Accelerate contract review, legal research, and e-discovery with AI that understands legal terminology across Indian languages.
Democratize access to knowledge by digitizing textbooks, research papers, and historical documents in all Indian languages.
Discover how organizations are leveraging Sarvam Vision
How state governments are using Sarvam Vision to preserve and digitize historical records, making decades of documents searchable and accessible.
Read More →Financial teams save 15+ hours weekly by automatically extracting data from invoices, receipts, and financial statements in multiple languages.
Read More →Universities are digitizing rare manuscripts and out-of-print books, enabling students to access India's rich literary heritage online.
Read More →Researchers extract data from thousands of scientific papers, charts, and graphs, accelerating literature reviews and meta-analyses.
Read More →Hospitals process patient records, prescriptions, and lab reports in regional languages, improving care coordination and reducing errors.
Read More →Law firms extract clauses, precedents, and key terms from contracts and case files across multiple Indian languages.
Read More →This website provides information only. For current pricing, features, and to use the platform, please visit the official Sarvam AI website.
Visit Official Sarvam AI WebsiteAll product features, pricing, and availability are subject to change by Sarvam AI.
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