Action completed!
Comply HQ Banner
Startup Directory

Vivek Raghavan and Pratyush Kumar: How They Built Sarvam Into India’s Sovereign AI Unicorn

By 5 min read
Vivek Raghavan and Pratyush Kumar, co-founders of Sarvam AI, standing in front of the Sarvam AI logo at the company's Bengaluru headquarters.

Vivek Raghavan and Pratyush Kumar founded Sarvam AI in 2023 to build sovereign artificial intelligence models and multilingual AI infrastructure for India.

Written by TFN Research Desk | covering startups, technology, venture capital, and business strategy.


Table of Contents

  1. Quick Facts
  2. Introduction
  3. The Sarvam Story
  4. Business Model
  5. How Sarvam Makes Money
  6. Funding History
  7. Revenue and Performance
  8. Key Takeaways
  9. FAQs
  10. Sources

Quick Facts

Vivek Raghavan: Co-founder, Aadhaar architect, EkStep Chief Scientist. Pratyush Kumar: Co-founder and CEO, Microsoft Research India, AI4Bharat. Founded: August 2023. Company type: Sovereign AI platform for Indian languages. Valuation: $1.5 billion (June 2026). Status: India’s first AI unicorn. Headquarters: Bengaluru.

Introduction

Vivek Raghavan and Pratyush Kumar founded Sarvam AI in August 2023 with mission to build AI infrastructure for India’s 1.4 billion people across 22 official languages. Coming from AI4Bharat research at IIT Madras, founders recognized critical gap: global AI models trained predominantly on English with marginal Indian language representation. This created “token tax” where processing Indian languages cost 5-10x more than English. Sarvam raised $275 million across 4 funding rounds achieving unicorn status in June 2026 at $1.5 billion valuation. HCLTech invested Rs 1,260 crore as lead strategic investor reflecting enterprise adoption potential. Government selected Sarvam to build India’s sovereign LLM with Rs 99 crore compute subsidies. This profile covers Raghavan and Kumar’s journey building India’s sovereign AI infrastructure.

The Sarvam Story

Vivek Raghavan spent over a decade as Aadhaar/UIDAI architect building India’s population-scale digital system. Pratyush Kumar came from Microsoft Research India and co-founded AI4Bharat at IIT Madras building world’s largest open-source Indian language datasets. At AI4Bharat, they discovered fundamental problem: global LLMs trained predominantly on English and European languages with marginal Indian language representation. Processing Indian languages cost 5-10x more computationally and accuracy suffered. Global models lacked cultural context and understanding of Indian documents.

In August 2023, Raghavan and Kumar launched Sarvam AI to build Indian language-first foundational models. Unlike global competitors treating Indian languages as secondary, Sarvam aimed to make multilingual capabilities core infrastructure. The name “Sarvam” derives from Sanskrit meaning “All” or “Everything,” reflecting vision of inclusive AI for all Indians.

Early traction proved remarkable. In December 2023, within five months of founding, Sarvam raised $41 million Series A from Lightspeed Venture Partners, Peak XV Partners, and Khosla Ventures—one of India’s largest early-stage AI rounds. This combined seed and Series A validated thesis that India’s LLM moment had arrived.

Government recognition accelerated growth. In April 2025, Ministry of Electronics selected Sarvam from 67 applicants to build India’s sovereign LLM under IndiaAI Mission. This selection provided transformational compute access: 4,096 H100 GPUs and Rs 99 crore compute subsidies, eliminating critical hardware constraint competing against US hyperscalers.

In February 2026, Sarvam unveiled Sarvam-30B (30 billion parameters) and Sarvam-105B (105 billion parameters with mixture-of-experts architecture). Both models trained from scratch on Indian language data and launched at India AI Impact Summit with PM Modi’s participation. The models supported reasoning, coding, mathematics across English and 22 Indian languages.

Sarvam released Indus, beta consumer version of Sarvam-105B launched simultaneously on iOS, Android, and web. Indus provided first reasoning-grade AI in Indian languages, historic achievement no domestic company had previously reached. The app gained immediate traction among Indian language users.

Sarvam developed multimodal capabilities: Saaras V3 speech-to-text model supporting Indian languages, Sarvam Vision for vision-language models, and Sarvam Kaze AI wearable glasses enabling voice-based interaction in 10+ Indian languages.

Series B in June 2026 announced $234 million at $1.5 billion valuation achieving unicorn status. HCLTech led round with Rs 1,260 crore investment for 10.5% stake. HCLTech’s investment connected Sarvam’s foundational models to India’s largest IT services firm enabling enterprise deployment at scale.

Sarvam open-sourced Sarvam-30B and Sarvam-105B under Apache 2.0 license releasing model weights on Hugging Face. This open-source strategy accelerated developer ecosystem adoption positioning Sarvam as India’s default AI infrastructure layer.

Business Model

  • API access to proprietary models (Sarvam-30B, Sarvam-105B)
  • Tiered API pricing based on usage volume
  • Batch processing for cost-optimization
  • Fine-tuning services for domain customization
  • Speech recognition and synthesis services
  • Vision and document understanding APIs
  • Consumer products (Indus, Sarvam Kaze)
  • Enterprise solutions and consulting

How Sarvam Makes Money

  • API revenue from developers and enterprises
  • Government contracts (UIDAI, agencies)
  • Enterprise support and SLA services
  • Consumer app subscriptions (Indus)
  • Sarvam Kaze wearable device sales
  • Custom model fine-tuning
  • Training and professional services

Funding History

RoundYearAmountLead Investors
Seed/Series A2023$41MLightspeed, Peak XV
Pre-Series B2025VariousStrategic investors
Series B2026$234MHCLTech, Bessemer

Sarvam raised $275 million achieving unicorn status in June 2026.

Revenue and Performance

  • Series B valuation: $1.5 billion
  • HCLTech investment: $150 million (10.5% stake)
  • Government compute subsidy: Rs 99 crore H100 GPU access
  • Employees: 114+ (August 2025)
  • Model performance: Sarvam-105B reasoning parity with GPT-3.5 in English, superior in Indian languages

Key Takeaways

  • Vivek Raghavan and Pratyush Kumar founded Sarvam in August 2023
  • Achieved unicorn status in June 2026 ($1.5B valuation)
  • Raised $275 million demonstrating investor confidence in sovereign AI
  • Developed Sarvam-30B and 105B supporting 22 Indian languages natively
  • Government selected for sovereign LLM development with compute subsidies
  • HCLTech strategic investment ($150M) enables enterprise scaling
  • Open-sourced models creating developer ecosystem
  • UIDAI integration providing government service voice interactions

FAQs

Who founded Sarvam AI?

Vivek Raghavan (Aadhaar architect) and Pratyush Kumar (AI4Bharat) founded Sarvam in August 2023.

When was Sarvam AI founded?

Sarvam was founded in August 2023 from AI4Bharat research at IIT Madras.

What is Sarvam’s valuation?

$1.5 billion as of June 2026 following Series B funding.

How much funding has Sarvam raised?

$275 million across 4 major funding rounds.

What are Sarvam’s foundation models?

Sarvam-30B (30B parameters) and Sarvam-105B (105B parameters) supporting English and 22 Indian languages.

What is Indus?

Consumer AI assistant based on Sarvam-105B available on iOS, Android, and web.

Did government support Sarvam?

Yes. MeitY selected Sarvam for sovereign LLM with 4,096 H100 GPUs and Rs 99 crore compute subsidies.

What is Sarvam Kaze?

AI wearable glasses supporting voice interaction in 10+ Indian languages with real-time translation.

Why is Sarvam significant?

India’s first AI unicorn validating sovereign AI thesis and India’s AI infrastructure capability.

Is Sarvam open-source?

Yes. Sarvam open-sourced models under Apache 2.0 with weights on Hugging Face.

Sources


©️ The Founder Nation | Written by TFN Research Desk

Sign In to TFN

Join the community of founders, creators, and leaders.