Nvidia says it will make a “huge” OpenAI investment, denies deal drama as Vera Rubin AI data centers loom
Nvidia CEO Jensen Huang said in Taipei on Jan. 31, 2026, the company plans a ‘huge’ investment in OpenAI, denying reports of internal unhappiness while confirming a non-binding letter for 10 GW of Vera Rubin AI data centers.
- Nvidia press release outlines a letter of intent to deploy at least 10 GW of Nvidia-powered AI data centers.
- Nvidia has signaled up to $100 billion over time (~$10B per GW) as an upper bound for the plan (Constellation analysis).
- Executives stress the pact is a letter of intent, not a binding contract, and filings note the investment is not guaranteed (Fortune reporting).
Huang’s denial and the state of the deal
What Jensen Huang said. Speaking to reporters in Taipei, Huang called media reports that he was unhappy with OpenAI “nonsense.” He emphasized the long-running collaboration between the firms dating back to DGX supercomputers and the emergence of ChatGPT, and described the planned OpenAI investment as large and strategically important.
Deal status. Nvidia executives have repeatedly acknowledged the September 2025 announcement was a letter of intent and not a signed, binding contract. Nvidia CFO Colette Kress and company filings warned investors in late 2025 that the announced commitments are subject to change (Fortune reporting).
What the September letter promised
The September 2025 letter called for deployment of at least 10 gigawatts of Nvidia-powered AI data centers and outlined a progressive investment model of roughly $10 billion per gigawatt, up to about $100 billion if fully executed. The systems would use millions of GPUs, including Nvidia’s next-generation Vera Rubin platform, optimized for large-scale model training and inference (Nvidia press release; Constellation analysis).
Reports of internal doubts and media coverage
Media outlets including The Wall Street Journal reported that some employees and observers expressed doubts about the size and timing of the commitment. Reports said Huang privately described the $100 billion figure as non-binding; company leaders have publicly reaffirmed the partnership while stressing the LOI status and investor disclosures (Fortune reporting).
“Nonsense,” Huang said of reports he was unhappy with OpenAI, pushing back on characterizations that the pact had collapsed.
Strategic stakes: why this matters to Nvidia and OpenAI
For Nvidia: A long-term supply relationship with OpenAI would lock in a major customer and help justify manufacturing scale-up for next-gen chips and Vera Rubin systems. Public reference use by OpenAI would strengthen Nvidia’s platform positioning against rivals such as Google TPUs (Fortune reporting).
For OpenAI: Funding and direct hardware support would ease scaling of advanced model training and secure capacity amid competition. The LOI foresaw OpenAI building its own data centers while maintaining cloud relationships with Microsoft, Oracle and others (Constellation analysis).
Vera Rubin AI data centers: scale and timing
Nvidia positions the Vera Rubin line as its next-gen architecture for massive AI workloads. The public plan targets deployment of 10 GW of capacity, with the first phase aimed at the second half of 2026. If realized, the buildout would be among the largest private AI data-center programs to date, consuming significant power, space and supply-chain capacity (Nvidia press release).
What remains unresolved
- The $100 billion figure is an upper bound tied to a letter of intent; it is not a signed commitment as of January 2026 (Fortune reporting).
- Operational details — locations, power and cooling planning, and procurement schedules — were described as to be finalized in the weeks following the September announcement (Nvidia press materials).
- Competition from Google, Anthropic and others could alter OpenAI’s needs and timing, a dynamic both publicly noted and discussed privately.
Implications for Paso Robles, California
Economic impact. Large-scale AI data centers require construction crews, operations staff and local suppliers. If Vera Rubin deployments or supply-chain activities land in the region, Paso Robles could see construction jobs and long-term site employment, benefiting transportation, hospitality and local services.
Energy and costs. Gigawatt-scale data centers consume enormous power. Local utilities and residents could face pressure on grids and regional energy prices; officials should watch proposals for transmission upgrades and potential rate effects.
Political consequences
- Local permitting and oversight: Zoning, environmental review and public hearings would be required. Conservative voters may press for clear developer commitments on taxes, community benefits and infrastructure costs.
- Regulatory scrutiny: State and county officials may evaluate energy, water use and cybersecurity impacts; developers should expect detailed reviews and accountability demands.
Social effects
- Housing and services: Construction workers and new employees can increase demand for housing, schools and health services in an area already facing affordability challenges.
- Public safety and infrastructure: Increased traffic and heavy equipment movements could strain local roads; impact fees or developer agreements may be sought to offset costs.
Cultural relevance
Paso Robles values its rural character, wineries and tourism. Large industrial or utility infrastructure could clash with local identity; projects that demonstrate respect for landscape, local hiring and protections for tourism assets will face less resistance.
Practical applications for residents
- Monitor San Luis Obispo County planning calendars and utility filings if Vera Rubin-related proposals appear.
- Ask local officials about community benefit agreements covering local hiring, infrastructure funding and protections for water and roads.
- Follow utility updates on potential grid upgrades or rate changes tied to large data-center projects.
Reporting sources and links
- Nvidia press release on the strategic partnership
- Analysis and background on the proposed investment and Vera Rubin systems (Constellation Research)
- Reporting on deal status and executive comments (Fortune)
- Related public remarks and conference coverage — video 1
- Related public remarks and conference coverage — video 2
