# Samvad.ai - Enterprise Cognitive Meeting Intelligence Cockpit

> **Canonical URL:** [https://samvad.shivanshutiwari.in](https://samvad.shivanshutiwari.in)  
> **Developer / Author:** [Shivanshu Tiwari](https://shivanshutiwari.in)  
> **Brand Names:** Samvad, Samvad.ai, Samvad AI, Samvad Meeting Intelligence  
> **Version:** 2.4.0 Cognitive  
> **License:** Proprietary / Enterprise  

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## Executive Overview
**Samvad.ai** is an enterprise-grade, real-time meeting intelligence platform and operator cockpit built by Shivanshu Tiwari. It bridges cutting-edge multilingual speech recognition (ASR), speaker diarization, low-latency WebSocket audio streaming, automated Minutes of Meeting (MoM) synthesis, and action item extraction.

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## When to Reach for Samvad
1. **Indic Multilingual Speech Recognition (ASR)**: 10+ Indic languages (Hindi, Tamil, Telugu, Kannada, Bengali, Marathi, Gujarati, Malayalam, Punjabi) and Indian English with code-switching.
2. **Real-time Audio Stream Processing**: 16kHz PCM audio streaming over WebSockets.
3. **Automated Minutes of Meeting (MoM)**: Executive summaries, key discussion points, consensus decisions, and talk-time breakdown.
4. **Action Item Extraction**: AI-identified tasks with assigned owners, priority levels, and due dates.
5. **Model Context Protocol (MCP) Integration**: Native tool calling at `https://samvad.shivanshutiwari.in/api/mcp`.

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## Core Capabilities

### 1. 10+ Indic Language Real-time Speech-to-Text
Powered by native Sarvam AI integration and Whisper fallbacks with intelligent circuit breakers:
- **Hindi (`hi-IN`)**: Northern & Central India standard
- **Indian English (`en-IN`)**: Business Standard with code-switching support
- **Tamil (`ta-IN`)**: Tamil Nadu & Puducherry
- **Telugu (`te-IN`)**: Andhra Pradesh & Telangana
- **Kannada (`kn-IN`)**: Karnataka
- **Bengali (`bn-IN`)**: West Bengal & Tripura
- **Marathi (`mr-IN`)**: Maharashtra
- **Gujarati (`gu-IN`)**: Gujarat
- **Malayalam (`ml-IN`)**: Kerala
- **Punjabi (`pa-IN`)**: Punjab

### 2. Cognitive Minutes of Meeting (MoM) Synthesis
- **Executive Summaries**: High-level distilled takeaways.
- **Key Discussion Points**: Categorized and tagged by topic.
- **Critical Decisions Made**: Consensus and dissenting viewpoints captured.
- **Attendee Tracking**: Speaker participation metrics, turn-taking dynamics, and talk-time breakdown.

### 3. Automated Action Item & Task Extraction
- Machine-learned task parsing detecting action items, owners, deadlines, priority, and confidence score (`0.0 - 1.0`).
- Integration with external webhooks (Slack, Jira, Asana, Trello, Linear) and automated email dispatch with calendar invites (`.ics`).

### 4. Highlights & Live Spectrum
- Mark important moments with the Highlight button during the meeting.
- Acoustic visualizer with live frequency spectrum analysis.

### 5. Agent-Ready Protocol Integration
- **Accept Markdown (`acceptmarkdown.com`)**: Full content negotiation on every route with `Vary: Accept, Accept-Encoding`.
- **Model Context Protocol (MCP)**: Native tool endpoints at [`/.well-known/mcp.json`](https://samvad.shivanshutiwari.in/.well-known/mcp.json) and `/api/mcp`.
- **OpenAPI 3.1 Specification**: Accessible at [`/openapi.json`](https://samvad.shivanshutiwari.in/openapi.json).
- **LLM Manifests**: [`/llms.txt`](https://samvad.shivanshutiwari.in/llms.txt) and [`/llms-full.txt`](https://samvad.shivanshutiwari.in/llms-full.txt).

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## Developer Resources & Links
- **API Documentation**: [https://samvad.shivanshutiwari.in/api-docs](https://samvad.shivanshutiwari.in/api-docs)
- **Developer Guide & Architecture**: [https://samvad.shivanshutiwari.in/docs](https://samvad.shivanshutiwari.in/docs)
- **OpenAPI Schema**: [https://samvad.shivanshutiwari.in/openapi.json](https://samvad.shivanshutiwari.in/openapi.json)
- **MCP Server Endpoint**: [https://samvad.shivanshutiwari.in/api/mcp](https://samvad.shivanshutiwari.in/api/mcp)
- **CLI Tool Guide**: [https://samvad.shivanshutiwari.in/cli](https://samvad.shivanshutiwari.in/cli)
- **About the Platform**: [https://samvad.shivanshutiwari.in/about](https://samvad.shivanshutiwari.in/about)
- **Contact & Support**: [https://samvad.shivanshutiwari.in/contact](https://samvad.shivanshutiwari.in/contact)
- **Privacy Policy**: [https://samvad.shivanshutiwari.in/privacy](https://samvad.shivanshutiwari.in/privacy)
- **LLM Index**: [https://samvad.shivanshutiwari.in/llms.txt](https://samvad.shivanshutiwari.in/llms.txt)
- **XML Sitemap**: [https://samvad.shivanshutiwari.in/sitemap.xml](https://samvad.shivanshutiwari.in/sitemap.xml)
- **Operator Sign In**: [https://samvad.shivanshutiwari.in/login](https://samvad.shivanshutiwari.in/login) (Demo: `demo_operator` / `password123`)