OpenAI builds AI compute infrastructure (chips, memory, networking, data centers, energy) in a bespoke one-off way, though this is improving.

Judge as of August 2025. True: reporting or company statements from around that time show that OpenAI's compute buildouts (for example Stargate sites, cloud and chip deals, power arrangements) were negotiated, designed or built individually, project by project, rather than from a standardized, repeatable template, with some signs of the process becoming more systematic. Mostly true: the buildouts were largely custom, but there is little evidence either way that the process was improving, or some parts (for example chip procurement) were already standardized. Mixed: about half the main parts were custom and half were standardized. Mostly false: OpenAI was mainly using standard designs or off-the-shelf cloud capacity, with only isolated bespoke elements. False: evidence shows OpenAI's infrastructure was built in a standardized, repeatable way at that time.

Set before the research began.

1. E1 Announcing The Stargate Project OpenAI · 21 January 2025 Own record

   “The buildout is currently underway, starting in Texas, and we are evaluating potential sites across the country for more campuses as we finalize definitive agreements.”

2. E2 Announcing The Stargate Project OpenAI · 21 January 2025 Own record

   “As part of Stargate, Oracle, NVIDIA, and OpenAI will closely collaborate to build and operate this computing system.”

3. E3 Oracle and OpenAI Contracts: Deal Size and Backlog Luminix · 15 October 2026

   “Additional Stargate capacity | OpenAI / Oracle | 4.5 GW additional; with Abilene, over 5 GW under development, “over 2 million chips”; jobs estimate over 100,000 | Announced July 22, 2025”

4. E4 Building the compute infrastructure for the Intelligence Age OpenAI · 29 April 2026 Own record

   “These projects are complex, and they require the right combination of power, land, permitting, transmission, workforce, community support, and partner readiness.”

5. E5 Oracle and OpenAI Contracts: Deal Size and Backlog Luminix · 15 October 2026

   “Stargate project announcement | SoftBank, OpenAI, Oracle, MGX (equity); Arm, Microsoft, NVIDIA as technology partners | Intended $500 billion of investment over four years, $100 billion to be deployed immediately; 10 GW goal | Announced Jan. 21, 2025; four-year horizon”

6. E6 Oracle and OpenAI Contracts: Deal Size and Backlog Luminix · 15 October 2026

   “Additional Stargate capacity | OpenAI / Oracle | 4.5 GW additional; with Abilene, over 5 GW under development, “over 2 million chips”; jobs estimate over 100,000 | Announced July 22, 2025; no payment start date in this post”

7. E7 Oracle and OpenAI Contracts: Deal Size and Backlog Luminix · 15 October 2026

   “The only Oracle filing that sizes the economics is the June 30, 2025 8-K. Safra Catz said Oracle had signed multiple large cloud services agreements, “including one that is expected to contribute more than $30 billion in annual revenue starting in FY28,” and warned that amounts ultimately recognized “may vary.” The customer was not named.”

8. E8 Stargate Advances with 4.5 GW Partnership with Oracle OpenAI · 22 July 2025 Own record

   “With SoftBank, we’re moving quickly on site assessments and reimagining how data centers are designed to power advanced AI.”

9. E9 OpenAI's Stargate Data Centers Are Taking Longer and Costing More Than Its Competitors' Distilled (newsletter by a reporter who authored Cleanview's behind-the-meter data center report) · 17 June 2026

   “In December 2024, the company ordered 10 GE Vernova turbines, and then in June 2025, it bought another 19 units that could collectively generate more than a gigawatt of power.”

10. E10 Stargate Data Centers Site-by-Site: Status, Dependencies, and What to Watch Measured AI (Substack) · 31 March 2026

    “The Abilene reversal is not an isolated event. It is a signal that the Stargate buildout is unfolding not as the coordinated mega-project presented at the White House, but as a collection of individual sites at sharply different stages of development — each with its own developer, power procurement approach, financing structure, and execution risk.”

11. E11 Stargate Data Centers Site-by-Site: Status, Dependencies, and What to Watch Measured AI (Substack) · 31 March 2026

    “Beyond its energy position, SB Energy’s construction approach relies on modular data center units manufactured at SoftBank’s Lordstown, Ohio facility — a former Foxconn EV plant acquired for $375 million in August 2025 and being converted into modular equipment production.”

An independent site-by-site review (E10) describes the Stargate buildout as a set of individual sites, each with its own developer, power procurement approach, financing structure and execution risk, rather than one coordinated template. Other sources point to deal-by-deal arrangements: separate turbine purchases (E9) and a separate 4.5 GW Oracle capacity announcement (E6, E8); Oracle's 8-K also disclosed a large cloud agreement with an unnamed customer (E7). There is only weak evidence that the process was becoming more systematic by August 2025. OpenAI's own talk of "reimagining" data center design (E8) and SB Energy's modular units (E11) point that way; the Lordstown facility for those units was acquired in August 2025 and was still being converted to modular production when the later article was written. So the bespoke part holds up, while the "getting better" part is only thinly supported.