> For clean Markdown of any page, append `.md` to the page URL. > For a complete documentation index, see https://docs.sarvam.ai/llms.txt. > For full documentation content in one file, see https://docs.sarvam.ai/llms-full.txt. > For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.sarvam.ai/_mcp/server. ## Sarvam Parse API Released Model APIs A new API that transforms PDF documents into structured data. * Accepts PDF input and returns base64-encoded XML * Useful for information extraction, content indexing, and document analysis * API Reference: [Sarvam Parse Docs](https://docs.sarvam.ai/api/endpoints/sarvam-parse) * Cookbook: [Parse PDF Notebook](https://github.com/sarvamai/sarvam-ai-cookbook/tree/main/getting-started/doc-intelligence) ## Doc Translate API Released Model APIs Translate full PDF documents and receive structured translated output. * Returns translated content as base64-encoded XML * Ideal for cross-lingual access to documents in enterprise, government, or education * API Reference: [Doc Translate Docs](https://docs.sarvam.ai/api/endpoints/doc-translate) * Cookbook: [Doc Translate Notebook](https://github.com/sarvamai/sarvam-ai-cookbook/tree/main/getting-started/doc-intelligence) ## STT Max Duration Limit Updated Model APIs To improve responsiveness and lower latency for all users, the maximum duration per STT request has been updated. * New limit: 30 seconds per request (previously 8 minutes) * Applies to both `saaras` and `saarika` models * For longer audio requirements, contact the team to explore tailored solutions