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OpenAI & Broadcom Team Up To Build Custom AI Chips

OpenAI has announced a landmark collaboration with Broadcom to co-develop and deploy 10 gigawatts of custom AI accelerators, blending frontier-model learnings directly into next-generation hardware.

MM Desk by MM Desk
October 15, 2025
in Business
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OpenAI & Broadcom Team Up To Build Custom AI Chips

OpenAI has entered a sweeping, multi-year partnership with semiconductor leader Broadcom to design and deploy 10 gigawatts of custom-built AI accelerators and systems. The collaboration marks the first time OpenAI has moved decisively into the hardware space, signalling a major strategic shift toward vertical integration of its AI ecosystem.

Announced in October 2025, the partnership will see OpenAI design the accelerators and systems while Broadcom takes charge of their development and deployment. The rollout is expected to begin in the second half of 2026 and conclude by the end of 2029, establishing one of the most ambitious AI infrastructure projects to date.

OpenAI says the collaboration will enable the company to integrate its model and software expertise directly into the chips that power its products.

“Partnering with Broadcom is a critical step in building the infrastructure needed to unlock AI’s potential and deliver real benefits for people and businesses,” said Sam Altman, Co-founder and CEO of OpenAI.

“Developing our own accelerators adds to the broader ecosystem of partners all building the capacity required to push the frontier of AI to provide benefits to all humanity.”

This strategic move reflects OpenAI’s growing ambition to reduce dependence on external chip suppliers like NVIDIA and AMD, whose GPUs currently dominate the AI compute market. By developing its own hardware, OpenAI aims to achieve greater control over cost, performance, and scalability — particularly as its models become more computationally demanding.

OpenAI’s Co-founder and President Greg Brockman said the collaboration will drive the next wave of breakthroughs in AI by aligning hardware and model development more closely than ever before.

“Our collaboration with Broadcom will power breakthroughs in AI and bring the technology’s full potential closer to reality,” Brockman said.

“By building our own chip, we can embed what we’ve learned from creating frontier models and products directly into the hardware, unlocking new levels of capability and intelligence.”

For Broadcom, the partnership strengthens its foothold in the AI semiconductor space  a rapidly expanding sector where demand for high-performance, energy-efficient chips continues to outpace supply.

Hock Tan, President and CEO of Broadcom, described the partnership as a historic milestone for both companies.

“Broadcom’s collaboration with OpenAI signifies a pivotal moment in the pursuit of artificial general intelligence,” he said.

“OpenAI has been in the forefront of the AI revolution since the ChatGPT moment, and we are thrilled to co-develop and deploy 10 gigawatts of next-generation accelerators and network systems to pave the way for the future of AI.”

The collaboration will also leverage Broadcom’s deep expertise in connectivity and semiconductor design. Charlie Kawwas, Ph.D., President of Broadcom’s Semiconductor Solutions Group, said the partnership represents a new benchmark for AI infrastructure design.

“Our partnership with OpenAI continues to set new industry benchmarks for the design and deployment of open, scalable and power-efficient AI clusters,” he said.

“Custom accelerators combine remarkably well with standards-based Ethernet scale-up and scale-out networking solutions to provide cost and performance optimized next-generation AI infrastructure.”

“The racks include Broadcom’s end-to-end portfolio of Ethernet, PCIe and optical connectivity solutions, reaffirming our AI infrastructure portfolio leadership.”

The collaboration comes at a time when the AI industry is rapidly evolving toward bespoke hardware to meet the growing demands of generative and large-scale language models. Tech giants including Google, Amazon, and Meta have all developed in-house chips to tailor compute performance to their AI workloads and OpenAI’s move brings it into that competitive tier.

Analysts have noted that by controlling both model architecture and underlying hardware, OpenAI could gain efficiency advantages and accelerate model training and inference cycles. However, the scale of the 10 GW project comparable to powering millions of homes also highlights the massive energy and logistical challenges facing the AI sector.

Despite those challenges, both companies view the partnership as an essential step toward the next phase of AI progress. OpenAI said the effort aims to ensure that “advances in AI models are reflected directly in advances in compute” bridging the gap between intelligence and infrastructure.

If successful, the OpenAI–Broadcom collaboration could reshape the AI landscape by aligning hardware innovation with the rapid evolution of AI models — a fusion that may define the industry’s next frontier.

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Every marketer talks about building awareness, few have to build it without talking about the product. India's alcobev industry has spent decades navigating that paradox. Direct product advertising isn't permitted, making surrogate advertising only one part of the marketing equation. The bigger challenge has always been earning something no media budget can buy: consumers who become advocates for the brand. For Debasree Dasgupta, Chief Marketing Officer, Pernod Ricard India, that's the category's biggest truth. “Consumers will always be your biggest advertisers,” she said. It's a philosophy born out of necessity. But it has also shaped how alcobev brands think about marketing itself. “The principles of marketing are the same whether it's personal care, beauty or alcobev. What changes is the complexity.” That complexity, according to Dasgupta, isn't just about navigating regulations. It's about understanding consumers, managing a diverse portfolio, and ensuring brands continue to grow despite having fewer traditional marketing levers than almost any other consumer category. India remains one of the world's most tightly regulated alcohol markets, where brands have to navigate different state regulations, on-trade and off-trade ecosystems, and restrictions on advertising products directly. For marketers, that has meant learning an entirely different language of brand building. Marketing hasn't changed, The rulebook has Dasgupta's own career has prepared her for exactly that. Rather than following a straight path, she has moved across FMCG, health and hygiene, beverages and now alcobev, picking up different lessons along the way. “I think the beauty is that I didn't have a linear career path, and I think it was very deliberate and intentional.” Each company, she said, has added a different layer to her understanding of marketing. “Unilever taught me to be extremely consumer-centric and always keep the consumer at the heart. Reckitt taught me commercial discipline, that marketing needs to lead to commercial and business growth. PepsiCo was about how brands stay relevant in culture.” Bringing those experiences together at Pernod Ricard has reinforced one belief. “The principles of marketing remain the same.” The environment, however, certainly doesn't. While referring to India as one of the markets where alcohol advertising is prohibited, she said, “The regulatory landscape is quite complex. That's the piece that one needs to wrap their minds around as you navigate and ensure that you're able to drive business growth.” That complexity extends well beyond regulation. “At a portfolio level, it's important for us to understand what is delivering the present and what will deliver tomorrow,” she said. “Where is growth coming from today, and where will growth come from in the future?” When consumers become the media channel Perhaps the biggest difference between alcobev and traditional consumer goods lies in how brands create awareness. Unlike an FMCG company, Pernod Ricard cannot advertise its alcohol products directly. “So the disadvantage that we have versus CPG is we cannot advertise products,” Dasgupta said. “We are in compliance with the guidelines that exist today.” Instead, the company builds visibility through compliant brand extensions such as packaged drinking water, while investing in passion points like cricket, music and digital platforms. “For us, the brand extension is a compliant business in itself and we can advertise that. We continue to double down on social, digital and influencer marketing for those businesses.” Furthermore, Dasgupta went on to say, “What we rely on is on-premise advocacy. We rely on sampling. We ensure that our liquids are extremely high quality so that when the moment of truth happens, consumers really love the product.” That has also meant new launches take longer to build. “Awareness build-up is much slower because consumers discover the product at the point of sale. That's very different from an FMCG brand.” Which naturally raises another question: if brands can't advertise products, who does the selling? “The consumers will always be your biggest advertisers,” Dasgupta said. “If you walk into an outlet and see someone drinking, it gives you confidence in the brand.” Word of mouth, she believes, becomes one of the category's most powerful marketing channels. “In a category where you can't advertise the product, consumers become your champions.” That consumer-first philosophy also shapes how global brands are adapted for India. For marketers outside the alcobev industry, the constraints may seem daunting. For Dasgupta, they've simply reinforced a timeless lesson. When the product can't do the talking, the brand, and ultimately the consumer, has to.

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