OpenAI launches Guaranteed Capacity offering to secure AI computing power amid infrastructure crunch

OpenAI floats buy-before-your-try AI availability guarantee

Nice AI workloads you have going, it'd be a shame we ran out of stock OpenAI is now offering its customers a guarantee that it will actually provide the service it's selling if customers need more AI sauce. All that's required is an annual spending commitment. AI is in short supply as demand - stoked by flat-rate subscriptions - races ahead of datacenter inference capacity. AI workloads require a lot of computing power, especially when they run for hours on end, a common scenario for AI agents. They require more computing power than OpenAI and its cloud partners can provide. Promised datacenter construction is unlikely to address this shortfall any time soon, assuming those projects are actually completed at all. The result has been thinly disguised rationing through usage limits, variable pricing, subscription restrictions, and token consumption arbitrage - swapping out expensive models for cheaper ones. OpenAI's answer is a new offering meant to ensure it can deliver on its AI promises. "Today we announced OpenAI Guaranteed Capacity, a new offering that helps eligible customers plan for reliable access to OpenAI compute across supported cloud providers as they scale critical workflows," said Sachin Katti, who runs compute for OpenAI, in a LinkedIn post. "It gives customers a clearer framework to align forecasted demand, commercial commitments, and guaranteed shared capacity over time." According to Katti, AI adoption has made processor availability the salient constraint on modern software. He argues that companies dependent on AI workflows need to take steps to ensure infrastructure availability. Guaranteed Capacity is intended to ensure that if client demand grows, compute infrastructure will be available to support that growth. OpenAI says customers can make annual spending commitments ranging from one to three years, with discounts that scale according to duration. "Guaranteed Capacity includes certainty of access to compute based on spend levels, and customers can draw down from this commitment across the portfolio of OpenAI products," the company says. Not everyone is buying OpenAI's pitch. Santosh Ahuja, founder and CEO of enterprise infrastructure biz Pervasiviti and an experienced CTO and researcher, challenged Katti's announcement as a repackaging of basic cloud service obligations in a discussion thread reply. "Every hyperscaler solved 'reserve now, scale later' a decade ago," he wrote. "So the actual announcement is: OpenAI now offers what every cloud provider has treated as a basic procurement primitive but positions it as a strategic differentiator." Ahuja argues that OpenAI's AI evangelism can't keep up with its execution. "Enterprises don't need a 'clearer framework to align forecasted demand,'" he wrote. "They need deterministic SLAs with penalty clauses." In a message to The Register, Ahuja explained that the problem is not guaranteed capacity, it's the way OpenAI has framed cloud business assumptions as innovation. "Reserved instance models have existed at every hyperscaler for over a decade - AWS, GCP, Azure," he explained. "When you strip the marketing, OpenAI is acknowledging that demand has outrun their infrastructure planning and asking customers to pay for predictability that mature platforms deliver by default. "The real question enterprises should ask is whether these guarantees come with enforceable SLAs and financial penalties for breach, because without those, 'guaranteed' is just a word in a press release." Ahuja pointed to a response to Katti's post from Keith Strier, SVP of global AI markets at AMD ("Brilliant. We accept the challenge.") which he takes to mean, "We will try our best." "That's your supply chain partner speaking - and 'we will try our best' is not the language of guaranteed anything," Ahuja said. "It sounds like OpenAI is promising capacity they don't yet have firm commitments on from their own silicon suppliers. That's not a product launch. That's wishful thinking with a price tag." So too is OpenAI's preparation to go public, which reportedly could result in a corporate filing as soon as this week. ®

OpenAI announces new Guaranteed Capacity offering for customers to secure compute

CEO of OpenAI Sam Altman arrives at the courthouse on the day of the trial in Elon Musk's lawsuit over OpenAI for-profit conversion at a federal courthouse in Oakland, California, U.S., May 12, 2026. OpenAI on Tuesday announced a new offering called Guaranteed Capacity, which allows customers to secure long-term access to compute to power their artificial intelligence products, agents and workflows. The company said customers can choose between one, two and three-year-long commitments, and it's offering discounts that increase based on those annual commitments, according to its website. "Customers are increasingly asking us for certainty on capacity. As models get better, we expect that the world will be capacity-constrained for some time," OpenAI CEO Sam Altman wrote in a post on X. Altman said the new offering will help OpenAI plan ahead, which he hopes will be a "big win-win." He added that OpenAI will offer Guaranteed Capacity until it sells out of its current allocation, but that the company plans to offer it again in the future. In the AI industry, compute refers to the computational power and resources required to train and run large AI models. It's extremely expensive and difficult to build on a large scale. OpenAI has told investors that it is targeting roughly $600 billion in total compute spend by 2030, as CNBC previously reported. OpenAI, which is is valued at more than $850 billion by private investors, is looking to bring in more revenue as it gears up for a potentially massive IPO as soon as this year. The company unnerved Wall Street by inking a flurry of multi-billion-dollar compute deals late last year, sparking debates about how OpenAI would be able pay for such a large infrastructure buildout. Altman repeatedly brushed off concerns, writing in a post on X in November that OpenAI expects to grow to hundreds of billions in sales by 2030. The company's new Guaranteed Capacity program could help lay the foundation for what its compute business model will eventually look like. In his post on Tuesday, Altman said OpenAI will make sure it leaves enough capacity available for its products like ChatGPT and its coding assistant Codex.

OpenAI introduces Guaranteed Capacity offering: What is it and what it promises

OpenAI CEO Sam Altman explained the reason behind the new offering in a post on X. OpenAI has introduced a new offering called Guaranteed Capacity for customers who need secure access to AI computing power for their products, AI agents and workflows. The company says that the new offering 'enables customers to guarantee long-term access to OpenAI compute.' Customers can choose between one-year, two-year or three-year commitments. OpenAI is also offering discounts depending on the length of the agreement. 'Guaranteed Capacity includes certainty of access to compute based on spend levels, and customers can draw down from this commitment across the portfolio of OpenAI products,' OpenAI said in a blogpost. Also read: Google unveils new AI Ultra subscription with 20TB of cloud storage: What it offers and how much it costs Compute refers to the powerful hardware and infrastructure needed to train and run advanced AI models. As AI tools become more popular and more demanding, companies are trying to secure enough computing resources to keep their services running smoothly. OpenAI CEO Sam Altman explained the reason behind the new offering in a post on X. 'Customers are increasingly asking us for certainty on capacity. as models get better, we expect that the world will be capacity-constrained for some time,' Altman wrote. He also said the new program will help OpenAI better prepare for future demand. 'This will be a big win-win,' Altman added. Also read: Google I/O 2026: Google claims Antigravity 2.0 created an operating system in 12 hours, brings vibe coding to Android The Guaranteed Capacity program will remain available until the company's current allocation sells out. However, Altman said the company plans to bring the offering back again in the future. Altman also clarified that OpenAI will make sure to reserve enough computing power for its own services, including ChatGPT and its coding assistant, Codex. The move highlights how important computing infrastructure has become in the AI industry. Building and maintaining large-scale AI systems requires huge investments. Reports suggest OpenAI is targeting around $600 billion in total compute spending by 2030. Also read: Google I/O 2026: Gemini 3.5 Flash, AI video tool and major Gemini app upgrades announced