Nvidia will invest $3 billion in Meta's equity offering, the two companies said on Tuesday, October 27, 2026, deepening one of the most consequential partnerships in the artificial intelligence boom. The investment, confirmed in a statement from Nvidia, comes on the same day Meta increased its largest-ever fundraising to $97.5 billion to pay for the data centres, chips and power needed to compete in AI.
The deal ties the world's most important chipmaker directly to one of its biggest customers. Meta's Muse assistant and its family of Muse models already run on Nvidia infrastructure. Under the expanded partnership, the two companies will work more closely to improve performance and reduce costs, and may also explore further work on Nvidia's OpenShell framework, including tools to roll out software safely and monitor how AI agents behave. For investors, the announcement lands in the middle of a week of heavy scrutiny: the Federal Reserve begins a two-day policy meeting on Tuesday, Alphabet reports earnings on Wednesday, and Amazon and Apple follow on Thursday.
Reuters reported on Tuesday that Nvidia and Meta would partner to expand their work on Meta's Muse assistant and the Muse family of models. In a separate statement, Nvidia confirmed the $3 billion investment in Meta's equity offering. The announcement followed Meta's decision earlier in the day to increase its fundraising to $97.5 billion, the largest in the company's history.
The breakdown, reported by Reuters, shows how Meta is funding its AI build-out. The company increased the common stock offering announced on Monday from $22.5 billion to $25 billion, priced at $625.00 per share. It also priced 250 million depositary shares at $50 per share. Together, the public offerings are worth about $35 billion. On top of that, Meta plans a separate at-the-market share sale programme worth up to $60 billion, under which a company sells shares gradually at prevailing market prices. That programme will launch after its new non-voting Class C shares begin trading, expected in the first quarter of 2027, although Meta has not yet finalised its timing and terms.
Market reaction was cautious. Meta's shares fell about 1.4 percent in morning trading on Tuesday, while Nvidia shares eased about 0.28 percent in premarket trading, according to market reports. The muted response fits a broader mood on Wall Street: futures tied to the Dow Jones Industrial Average, the S and P 500 and the Nasdaq all edged higher on Tuesday morning, but only modestly, as investors weighed a strong start to the week against worries about stretched valuations and debt-fuelled AI spending. On Monday, the S and P 500 had risen 0.7 percent, the Nasdaq Composite 0.82 percent and the Dow 0.28 percent, helped by a tech recovery after Anthropic filed its initial public offering paperwork.
Meta's fundraising is part of a spending race that has come to define 2026. Hyperscale technology companies are pouring hundreds of billions of dollars into chips, data centres and energy, betting that AI agents and assistants will become the next great platform. Meta, which owns Facebook, Instagram and WhatsApp, has been spending aggressively to compete with OpenAI and Anthropic, and its chief executive, Mark Zuckerberg, has made AI the centre of the company's strategy.
Muse is central to that plan. Rolled out on October 8, 2026, Muse is an AI assistant that can autonomously send emails, sell a car and book travel on a user's behalf. A basic version is available for free, while Meta offers subscriptions priced at $20 a month and $100 a month for heavier usage. Reuters has described Muse, known internally as Hatch, as central to Zuckerberg's plan to deliver "personal superintelligence" to the billions of people who use Meta's services daily. Modelled on the open-source AI agent OpenClaw, Muse can access a user's email, calendar, payments, health, shopping and smart-home applications, with users able to revoke access at any time.
That ambition is expensive. A do-it-all digital assistant consumes far more computation than a chatbot, and every extra task means more chips, more servers and more electricity. Meta's answer has been to raise capital at an unprecedented scale, even as analysts warn that the returns on AI spending are still unproven. Earlier in October, the company was already the focus of a $95 billion fundraising story, and Tuesday's increase to $97.5 billion underlines how quickly the numbers are growing.
Nvidia sits at the centre of this economy. Its graphics processors power most of the world's leading AI models, and its customers include Meta, Microsoft, Amazon, Alphabet and OpenAI. That dominance is why a $3 billion investment from Nvidia in Meta matters beyond its size: the supplier is now also a shareholder in the customer, blurring the line between vendor and investor.
The expanded partnership covers the Muse assistant and the Muse family of models, which run on Nvidia infrastructure. The two companies said they will work more closely to improve performance and reduce costs, a priority as Meta tries to make a computationally hungry agent affordable to run at scale. They may also explore working together more on Nvidia's OpenShell framework, including using it to roll out software safely and using a tool called Sentry to monitor how AI agents behave.
That safety work matters because Muse is designed to act, not just answer. Unlike a chatbot that drafts a reply, an agent can send an email, move money, book travel or change a calendar. When an agent has access to email, payments, health and smart-home systems, mistakes carry real consequences, and regulators, users and companies are all watching how guardrails are built. A partnership that pairs Meta's agent with Nvidia's deployment and monitoring tools is, in part, an answer to that concern.
The $3 billion investment also fits a pattern in the AI industry. Chip suppliers have increasingly helped finance the expansion of their biggest customers, whether through direct investment, joint ventures or long-term supply and leasing deals. In Meta's case, Nvidia, Advanced Micro Devices and Broadcom together showed interest of up to $5 billion in Class A shares. Nvidia's $3 billion is the confirmed portion of that interest so far.
William Blair analysts, quoted by Reuters, said investors would keep questioning the financing. "We expect investors to continue to question the financing and potential for future capital raises," the analysts wrote in a note. "Overall, we believe the financing reinforces both Meta's confidence in the long-term returns from AI investment and the increasingly capital-intensive nature of pursuing that opportunity."
The caution reflects a debate that has run through markets for weeks. On one side, supporters argue that AI infrastructure is a once-in-a-generation build-out, and that companies that under-invest now will lose the platform race. On the other, sceptics point to rising debt, huge capital expenditure and uncertain revenue, and ask whether the industry is funding itself in a circle: chipmakers invest in customers, customers buy chips, and both report growth that depends on the other.
Market commentators noted the same tension on Tuesday morning. Futures edged higher, but the gains were modest, and tech shares that had rallied on Monday lost some steam as concerns about stretched debt levels lingered. The Federal Reserve's meeting, which begins on Tuesday with a decision due on Wednesday, adds another layer of uncertainty: officials are expected to hold rates steady, with traders pricing only about a 10 percent chance of a hike, but they will be watching inflation and the path of rates into the end of the year.
The Nvidia-Meta deal matters for three reasons. First, it shows that AI spending is not slowing, even as investors grow nervous. Meta is raising nearly $100 billion in equity alone, and Nvidia is willing to put $3 billion of its own money behind that bet. That is a strong signal of confidence from inside the industry, even if the share price reaction was muted.
Second, it raises a governance question that will follow the AI boom. When suppliers fund customers, and customers' orders drive suppliers' earnings, it becomes harder to tell where genuine demand ends and financed demand begins. Analysts, auditors and regulators will be watching whether these arrangements are disclosed clearly, and whether they create risks if one part of the chain falters.
Third, it shapes the consumer product millions of people may soon use. If Muse succeeds, Meta's assistant could become the way many people manage email, travel, shopping and home devices, all running on Nvidia hardware. The partnership's work on performance, cost and safety will therefore affect not just two companies' balance sheets, but the everyday experience of using an AI agent.
The immediate test comes this week. Alphabet and Microsoft report September-quarter earnings on Wednesday, followed by Amazon on Thursday, and investors will be looking for evidence that AI spending is turning into revenue, or at least into credible plans for revenue. Meta itself is also due to face questions about its fundraising, its capital expenditure guidance and the path for Muse subscriptions.
Further ahead, Meta's at-the-market programme for Class C shares is expected to begin in the first quarter of 2027, once the new shares start trading. The timing and terms are not yet finalised, and the company will be judged on how it deploys the capital: whether data centres come online on schedule, whether Muse gains paying users, and whether costs per task fall as the Nvidia partnership promises.
Nvidia's $3 billion investment will also be watched for what it signals about the chipmaker's own strategy. A supplier that invests in its customers is betting that the AI build-out continues, and that its hardware remains at the centre of it. If demand cools, or if rivals gain ground, that bet will be tested. For now, though, the message from Tuesday is clear: the two companies are tying themselves closer together, and the AI race is getting more expensive, not less.
Nvidia said on Tuesday, October 27, 2026, that it will invest $3 billion in Meta's equity offering.
Nvidia and Meta will expand their work on Meta's Muse assistant and the Muse family of models, which run on Nvidia infrastructure, working more closely to improve performance and reduce costs, and possibly exploring further work on Nvidia's OpenShell framework.
Meta increased its largest-ever equity fundraising to $97.5 billion, including about $35 billion in public offerings and a planned at-the-market programme of up to $60 billion in new non-voting Class C shares.
Meta's shares fell about 1.4 percent in morning trading on Tuesday, as investors weighed dilution from the large share sale and broader concerns about debt-fuelled AI spending, even as the fundraising signalled confidence in AI investment.
Muse is Meta's AI assistant, rolled out on October 8, 2026, that can autonomously send emails, sell a car and book travel. A basic version is free, with subscriptions at $20 a month and $100 a month for heavier usage.
Related coverage on US News Pulse: Meta's $95 billion AI raise and the $198 billion day of AI spending, the big tech earnings test facing Alphabet, Amazon and Apple and Anthropic's IPO filing and its $2 trillion valuation test.
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