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The value of a hit AI model

2026-02-17 · 17:51 UTC ·Alex Wilhelm from Cautious Optimism ·3 min read

Brief

Alex Wilhelm frames the AI market as a competition increasingly defined by infrastructure buildout, model quality, and investor willingness to re-rate companies that produce standout systems. The clearest near-term signal in the visible portion of the newsletter is India’s acceleration as both an AI demand center and infrastructure market: Adani’s planned $100 billion data-center push through 2035, big-tech partnerships involving Infosys, Anthropic, Replit, and Razorpay, and up to $500 million in U.S. venture commitments all suggest a broad stack forming from compute to applications. Wilhelm reinforces that thesis with usage data, citing OpenAI’s 100 million weekly active users in India and recent releases from Sarvam and Krutrim. He also checks in on xAI, where Grok 4.20 introduces a four-agent “swarm” architecture but lacks benchmarks and is receiving mixed-to-negative early feedback. Finally, the article tees up a valuation argument using Chinese public comps, showing that perceived model leadership can create enormous divergence in market cap outcomes.

Why it matters

Alex Wilhelm’s Feb. 17, 2026 newsletter argues that AI market value is increasingly being driven by breakout models and ecosystem positioning, while highlighting India’s rapid emergence as a major AI market.

Key details

  • India saw a burst of AI activity around its summit week: Adani said it plans to invest $100 billion in Indian data centers through 2035, Infosys partnered with Anthropic, Replit partnered with Razorpay, and Khosla, General Catalyst, Lightspeed, and a16z were described as committing up to $500 million into the country.
  • OpenAI reportedly has 100 million weekly active users in India—about 7% of the country’s population—and had already created an India-specific benchmark, supporting the article’s claim that India should be treated as a meaningful fourth AI arena after the U.S., China, and Europe.
  • Indian domestic labs are also advancing: Sarvam released new models including Edge and Bulbul V3 and showed smart glasses worn by Prime Minister Narendra Modi, while Krutrim had raised earlier in 2026 at a $1 billion valuation as a combined neocloud and AI lab.
  • xAI’s delayed Grok 4.20 beta uses an “agent swarm” of four expert agents to reason before answering, but it had not yet been benchmarked at publication; Wilhelm notes early community reactions were mostly negative and says xAI’s OpenRouter market share has been declining since late 2025.
  • In the portion available before the paywall, Wilhelm points to sharp valuation dispersion among public Chinese AI labs: MiniMax rose from roughly $6.5 billion at IPO to $33.6 billion, while Z.ai moved from about $6.6 billion at IPO to $1.02 billion, illustrating how much value can hinge on whether a model is perceived as a hit.
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title: The value of a hit AI model

author: Alex Wilhelm from Cautious Optimism

content_type: newsletter

publication: cautiousoptimism.news

published: 2026-02-17T17:51:14+00:00

source_url: gmail://19c6cba81ae3b966

word_count: 768

The value of a hit AI model

Feb 17, 2026 · Alex Wilhelm

Welcome toCautious Optimism, a newsletter on tech, business, and power. Modestly upbeat_. Tuesday. Markets are open today and heading lower. Palo Alto Networks reports earnings today. Carvana, DoorDash, and Figma report tomorrow. Of the group, Figma will prove the most interesting. The design unicorn’s shares have fallen dramatically in recent months (more of my recent reporting here), making its upcoming earnings and marketing response critical for future venture-backed IPOs. Today, we’re looking at a wave of investments into Indian AI projects, the latest from xAI, and doing some fun math on the value of a hit AI model. To work! — Alex

📈 Trending Up:_Irony … memory shortages … Iran-US relations? … Thrive, thriving … Cohere … agents, everywhere, all at once … American venture interest in European startups? …

📉 Trending Down: _Free speech … Russia’s population … stocks … cloud stocks … Netflix’s M&A dreams? …

Things That Matter

The world bets on India: Yesterday, CO wrote that we should expect news from India this week due to a large AI summit being hosted in the nation. Little did we know how right we’d be. Today, we’ve learned that Indian conglomerate Adani intends to invest $100 billion in local data centers through 2035, vibe-coding service Replit has partnered with Indian payment company Razorpay, BPO giant Infosys announced a partnership with Anthropic, and American venture firms Khosla, General Catalyst, Lightspeed, and a16z are committing up to a half-billion worth of investment in the nation. Not only does India have the world’s largest single-nation population, it’s also an AI hotbed. Recall that OpenAI has 100 million weekly active users in India, or about 7% of the local population. Hell, OpenAI built an India-specific AI model benchmark last year. The Indian AI news is not all foreign companies pledging to invest or partner in the nation. Indian AI lab Sarvam dropped new models recently (Edge, Bulbul V3), and smart glasses that it managed to get the Prime Minister to wear. (Krutrim, a combination NeoCloud and AI lab raised at a valuation of $1 billion earlier this year; more on its foundation models here.)

We often consider the AI race as the United States vs China, with Europe taking a third-place role thanks to companies like Black Forest Labs and Mistral. Perhaps it’s time to put India in fourth place instead of not considering its local AI labs at all.

Thought of the Day:_“The companies that survive [the SaaS-AI] transition are the ones that moved from “we organize public data better” to “we own data you can’t get anywhere else.”_ — Nicolas Bustamante Whither Grok: After a delay, xAI’s Grok 4.20 model is coming to market. Currently available in beta form, the new model features an ‘agent swarm’ of four experts that think about your query before answering. Here’s what that looks like in practice:

For what it’s worth, the resulting answer was pretty good! –

Grok 4.20 has yet to be benchmarked — or even fully released, to be fair — but early reviews from Reddit’s ever-busy Singularity forum are mostly negative.

Now part of SpaceX, xAI’s future as an AI lab has been partially secured in capital terms; the upcoming SpaceX IPO will raise mountains of cash, ensuring that xAI can continue to build out large compute clusters. But I do wonder how well xAI has to perform viz its competitors for the xAI-SpaceX merger to avoid any negative weight from the money-losing AI lab.

xAI’s market share on OpenRouter has been in decline since late 2025; we’ll have our eyes peeled for market uptake of Grok 4.20 when it is formally released.

What’s a hit AI model worth?

The value of Chinese AI labs is soaring. MiniMax was valued at around $6.5 billion at its IPO price earlier this year. Today it’s worth $33.6 billion. Z.ai was valued at around $6.6 billion at its own IPO price, and is now worth $1.02 billion — strong gains for the newly public AI labs indicative of local enthusiasm for the two companies’ recent performances.

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