Buyer Chains · CASE STUDY 007 · Incumbent chain, no AI lab
Entegris × Element Six × an unnamed chipmaker: who runs the chip-heat chain that AI materials companies want to enter
The question · Heat out of stacked AI chips is the problem AI materials companies have named as theirs. Who states the need, who does the work and who accepts it in that chain today?
At a glance · Two moves, an acquisition and a long-term partnership; price, capacity, customer and performance figures in the release: none.
One of the Buyer Chains series. Each piece follows one chain, the AI company, its customer and sometimes the customer's customer, through five roles in the public record: who states the need, who sets the research direction, who runs the experiments, who validates the result, who decides to keep paying. It records only what the public record states and says who said each thing; a missing step is marked not yet public rather than filled in, and a company's own figure is written as the company's. The timeline at the end stays open: when the chain's next step reaches the public record, it goes on as a new line.
There is no AI company in this chain. It is written up because it is the chain AI materials companies have named as the one they want to enter: Radical AI's chief executive Joseph Krause, in an August 2026 article, put advanced-node thermal management down to packaging materials, thermal interface materials and substrate choices, and Periodic Labs' site lists a chipmaker's heat dissipation as one of its problems.[4] On 3 November 2026 Entegris, which supplies chemicals and materials to chip factories, announced two things: it had completed its purchase of Advanced Abrasives, a New Jersey maker of diamond consumables for polishing hard substrates, and it had signed a long-term development partnership with Element Six, the synthetic-diamond maker in De Beers Group. The aim is silicon carbide and diamond materials that carry heat out of logic and memory chips stacked in 3-D packages; a manufacturing line goes to Taiwan and research on next-generation thermal interface materials stays in the US. The release gives no price, capacity, customer or performance figure and says nothing about AI; Entegris presents the strategy on 9 November.[1]
Who states the need · The companies stacking chips, unnamed. The need itself is in Entegris's release: stacking packs more heat into less room, and the layers between chip and cooler set how much gets out.[1] Which chipmaker has stated which target is not yet public.
Who sets the direction · Entegris. Silicon carbide and diamond as the materials, polishing capability bought in, TIM research kept in the US: all its decisions.[1]
Who runs the experiments · Three parties: Element Six makes the synthetic diamond, Advanced Abrasives the polishing and consumables, Entegris's own US research the thermal interface materials.[1] How far each goes and who produces the data, the release does not say.
Who validates · Not yet public. Packaging materials are qualified by the chipmaker or the packaging house, against standards that already exist (below), and none appears in this release.
Who decides to keep paying · Entegris itself: an acquisition, a Taiwan line and a long-term partnership are its own capital spending.[1] The 9 November presentation is the next public data point.
What the buyer looks at, concretely
- A thermal interface material is judged on two numbers, thermal conductivity and thermal impedance, measured under ASTM D5470; suppliers such as Henkel and Indium report both on their datasheets and note that the impedance figure includes interfacial resistance.[3]
- The packaging need is written in a public roadmap: the IEEE Heterogeneous Integration Roadmap, 2025 edition, has a chapter on thermal management, where chipmakers and packaging houses put their heat targets in numbers.[3]
- Reliability is a set of stress tests, thermal cycling, high temperature and humidity, power cycling, under JEDEC standards (the specific numbers were not checked at source for this piece and are not given).
- So the homework for an AI materials company entering this chain is specific: a thermal resistance measured under ASTM D5470 and a round of reliability tests, handed to a named chipmaker or packaging house. Krause's article names the problem; those numbers are not yet in it.[4]
Not yet public · The acquisition price; the Taiwan line's capacity and date; a customer; any performance figure; the term and division of the Element Six partnership.
Decision point · The next public decision point is Entegris's strategy presentation on 9 November. After it comes a chipmaker's: whether to qualify these materials against ASTM D5470 and a round of reliability tests.
The chain's timeline
- 2026-08Radical AI's Krause puts advanced-node heat down to packaging materials, TIMs and substrates (commentary)[4]
- 2026-11-03Entegris completes the Advanced Abrasives purchase and signs the Element Six partnership; Taiwan line, US TIM research (release)[1]
- 2026-11-09Entegris strategy presentation (date given in the release)
- NextCapacity, a customer, performance numbers. Awaiting public data.
- LaterA named chipmaker qualifies the materials; an AI materials company appears somewhere in this chain.
Sources
- Entegris press release, "Entegris Enters Silicon Carbide and Diamond-Enabled Thermal Management Materials Market for AI Advanced Packaging", 2026-11-03. investor.entegris.com ↗ (read in full for timeline entry entegris-sic-diamond-thermal-packaging-materials)
- Timeline entry entegris-sic-diamond-thermal-packaging-materials, 2026-11-03.
- ASTM D5470; IEEE Heterogeneous Integration Roadmap, 2025 edition, chapter 20, Thermal; Henkel's and Indium's TIM data sheets.
- Joseph Krause, "How AI and self-driving labs could accelerate semiconductor materials discovery", Robotics & Automation News, 2026-08-14 (commentary entry krause-semiconductor-materials-self-driving-labs).

