Sarvam AI is reportedly looking to raise $250-300 million at a $3 billion valuation, double what investors valued it at just four months ago. This is the same company that started with $41 million in funding in December 2023, when many questioned whether India really needed another ChatGPT.

Sarvam has since come a long way. Its 2025 model, Sarvam-M, was built on Mistral Small, but this year it released its own 30-billion and 105-billion-parameter models trained from scratch. That's considerable progress, although it doesn't make Sarvam a global leader. In April, independent tests gave its 105B model a score of 18 against 33 for OpenAI's gpt-oss-120B. Sarvam still trails stronger models in complex reasoning and coding.

Its bigger opportunity lies elsewhere. Indian banks and insurers need AI that understands regional accents, mixed Hindi-English conversations and old documents. Mahindra Finance's Sarvam-powered agents have reportedly handled over one crore calls across 12 languages. Edtech startup Supernova reported cutting transcription costs by 30-35%, while HealthPlix used the technology for over 50,000 medical consultations. These are customer-reported results, but they suggest genuine demand.

Government backing has helped. Sarvam received ₹246.72 crore worth of computing support under the IndiaAI Mission, not a cash grant. Maharashtra has approved a two-year, ₹11.26 crore deployment for about 2,500 officials. Such contracts help Sarvam enter institutions where winning trust and business can take years. But Indian ownership alone isn't a lasting advantage. Global open models can also run on servers in India.

HCLTech's $150 million investment could be even more valuable. It brings enterprise customers and engineers who can turn models into working systems. Yet HCLTech has just announced a major partnership with Anthropic too. Even Sarvam's strategic investor wants alternatives. Sarvam itself now hosts models such as GLM and Gemma alongside its own, suggesting it may earn money serving AI, not just developing it.

The unanswered question is revenue. Sarvam reports millions of daily interactions but hasn't disclosed enough about sales, margins or customer retention. At $3 billion, even a generous 30-times revenue multiple would require $100 million in annual sales. Training and running models is expensive, and competitors keep improving.

Sarvam has moved well beyond the Indian ChatGPT clone perception. But investors are pricing in a much bigger achievement: turning government support, enterprise relationships and growing AI usage into a profitable business that can eventually stand without subsidies.

Let’s go through what else is happening in Indian startup world - Grab your simmering cup of StartupChai.in and unwind with our hand-brewed memes.

NPCI has pushed MDR charges on select UPI merchant transactions to after Diwali.

The delay gives merchants some breathing room during the festive shopping rush.

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FSSAI is considering ecommerce-specific regulations requiring platforms to display manufacturing dates, expiry dates and batch numbers before purchase.

Cloud kitchens may also have to disclose their photographs and addresses.

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Qualcomm has sold Shadowfax shares worth ₹157 Cr at ₹275.3 apiece. Combined with an August transaction, Qualcomm has sold Shadowfax shares worth around ₹341 Cr.

The deal follows TPG’s sale of over ₹700 Cr worth of shares in the past three months.

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StockGro parent AssetGro Fintech has approved a fresh equity issue of up to ₹536 Cr and an offer for sale by existing shareholders.

The company has not disclosed its final IPO size, valuation, price band or listing timeline.

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e-Sprinto has entered the B2C market with its G1 family e-scooter, priced from ₹89,999.

The bootstrapped company is targeting 5,000 G1 sales by March 2027 and approximately 150 dealerships by FY28.

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DealShare CEO Kamaldeep Singh has stepped down to lead Indofast Energy.

The leadership change comes as the ecommerce startup explores a potential sale amid an ongoing turnaround.

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Freshworks has signed a definitive agreement to acquire Torii, a SaaS management platform that tracks software and AI usage, spending and internal ownership.

Torii’s capabilities will be integrated with Freshservice to give IT and finance teams real-time oversight of software and AI expenditure.

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KKR-controlled Lighthouse Learning has acquired Pathways School Gurgaon, an International Baccalaureate school.

The acquisition expands a portfolio that already includes EuroKids, Kangaroo Kids, EuroSchool and Heritage Xperiential Schools.

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