Forward-market thinking.

Jul 3, 2026 · 13 min read · Rillor Research

How to design a price relay from the Rillor Compute Index feed.

A buildable how-to for protocol and venue engineers wiring the licensed Rillor Compute Index into their own price relay, from ingestion and validation to signing and on-chain publication.

Jun 30, 2026 · 11 min read · Rillor Research

Power and thermal budgets per rack for Blackwell.

A GB200 NVL72 rack draws around 108 kW and a GB300 NVL72 around 120 kW. Here is a planner's reference for sizing power and cooling before you commit to a Blackwell system.

Jun 28, 2026 · 11 min read · Rillor Research

How a tier-2 cloud should plan capacity 12 months out.

A neocloud's margin is the gap between contracted supply cost and booked rental revenue. Forwards let you fix the supply side before you sign the customer.

Jun 25, 2026 · 12 min read · Rillor Research

MI355X versus B200 and B300: where AMD Instinct fits.

A clear-eyed comparison of AMD Instinct MI355X against Blackwell HGX systems, where the AMD platform genuinely competes, and how open networking changes cluster design.

Jun 23, 2026 · 11 min read · Rillor Research

How a DEX would build a cash-settled B300 perp on the Rillor index.

A concrete product spec for referencing one RIL- index in a cash-settled B300 perpetual, with the line drawn clearly: Rillor is the reference source, never the venue or the counterparty.

Jun 20, 2026 · 11 min read · Rillor Research

How to spec a Blackwell training cluster from node to fabric.

A step-by-step build guide for ML platform leads, from choosing the unit of compute through locking the bill of materials as a forward contract with a fixed delivery month.

Jun 17, 2026 · 9 min read · Rillor Research

Supermicro Blackwell lineup: B200, B300, and GB300 NVL72 systems.

Supermicro ships the widest air-cooled and direct-liquid-cooled Blackwell range of any OEM. Here is the lineup buyers can source through Rillor, mapped to real SKUs and reference pricing.

Jun 15, 2026 · 10 min read · Rillor Research

How funds hedge AI compute exposure without owning a single GPU.

Funds want the AI hardware price as an asset class but cannot take physical delivery. Index-referenced cash-settled products are the bridge.

Jun 12, 2026 · 11 min read · Rillor Research

GB200 NVL72 versus GB300 NVL72 at rack scale.

Two flagship NVLink racks, one decisive difference. The power, cooling, and network gap that drives facility planning and forward-contract timing.

Jun 7, 2026 · 9 min read · Rillor Research

B200 versus B300: what actually changes at the system level.

A spec-for-spec breakdown of the HGX B200 to B300 jump, framed around the one question that matters in a forward contract: which generation to lock, and at what premium.

Jun 5, 2026 · 12 min read · Rillor

How to lock 12 months of GPU capacity without overpaying spot.

Stop optimizing for the spot price closest to today. Optimize for the delivery date that matches your facility-readiness milestone, and use a forward contract to hold it.

Jun 2, 2026 · 11 min read · Rillor

How the Rillor Compute Index is computed, field by field.

A complete walkthrough of the index methodology, so a prospective licensee can audit every field before referencing it as a settlement source.

May 31, 2026 · 9 min read · Rillor Research

Aivres Blackwell lineup: KR9288X3 and HGX B200 systems.

Aivres brings hyperscale manufacturing volume to Blackwell. Here is how the KR9288X3 and its B300 and NVL72 siblings map to the HGX nodes Rillor lists and can source.

May 28, 2026 · 10 min read · Rillor Research

Air versus direct-liquid cooling for Blackwell systems.

When Blackwell can be air-cooled, when direct-liquid is mandatory, and how that one choice cascades into your OEM short list and delivery timing.

May 25, 2026 · 10 min read · Rillor Research

ASRock Rack Blackwell lineup: 4U8X-EGS2 and DLC HGX systems.

ASRock Rack builds a lean, integrator-friendly Blackwell platform in compact 4U air and direct-liquid-cooled chassis, a cost-conscious HGX option Rillor lists and can source.

May 23, 2026 · 11 min read · Rillor Research

Granite Rapids versus EPYC Turin for GPU server head nodes.

In an 8-GPU Blackwell node the host CPU is plumbing, not the accelerator. Here is where Granite Rapids and EPYC Turin actually diverge, and where it stops mattering.

May 20, 2026 · 11 min read · Rillor

A financial glossary for the AI compute forward market.

The vocabulary of commodities and equities subtly misfits GPU systems. Here is each term defined for physically-delivered AI compute forwards and the Rillor Compute Index.

Procurement

NVIDIA channel compliance inside a forward contract.

A forward contract on GPU systems only works if it stays inside NVIDIA's authorized channel. Here is how the end-customer-of-record field keeps it there.

May 18, 2026 · 10 min read · Rillor

May 15, 2026 · 10 min read · Rillor Research

Lenovo Blackwell lineup: ThinkSystem SR680a and SR780a V3 systems.

Lenovo ISG runs dense Blackwell on its Neptune warm-water cooling platform, which lets the SR780a V3 hold high efficiency without facility chillers. Here is the lineup Rillor can source.

May 13, 2026 · 10 min read · Rillor Research

H200 versus B200: when the previous generation still wins.

Blackwell is current gen, but for memory-bound inference on a deadline, an 8x H200 node is often the smarter buy. Here is when, and why.

May 11, 2026 · 12 min read · Rillor

Why speculators never touch a Rillor physical contract.

Every Rillor contract intends physical delivery and is never cash-settled, so a pure price bet has no instrument here. Directional risk lives downstream, on venues that license the index and cash-settle against it.

May 8, 2026 · 11 min read · Rillor

Oracle versus index, and why Rillor uses both terms.

The Rillor Compute Index is the public reference price. The oracle is the engine underneath it. Here is when to say which, and why the difference matters.

May 6, 2026 · 14 min read · Rillor Research

How default is handled on both sides of a forward contract.

A risk-desk walkthrough of the symmetric default waterfall on a Rillor forward, showing exactly who is protected by what when either side fails to perform.

May 3, 2026 · 8 min read · Rillor Research

HPE Blackwell lineup: ProLiant Compute XD685 and GB300 systems.

HPE carries Cray supercomputing pedigree into Blackwell with the ProLiant Compute XD685 and the GB300 NVL72. Here is what buyers who care about HPC-grade liquid cooling should know, and how the systems map to Rillor SKUs.

Apr 30, 2026 · 12 min read · Rillor

What KYC and onboarding actually look like for a verified GPU buyer.

A demystified walkthrough of buyer onboarding on Rillor, so a serious procurement team arrives ready instead of surprised. Verification is the feature, not the friction.

Apr 28, 2026 · 9 min read · Rillor Research

HBM3e capacity and bandwidth across the Blackwell line.

Per-node HBM is the real ceiling on model and context size. Here is the full capacity table from H100 to B300, and when capacity is the spec that decides the buy.

Apr 25, 2026 · 11 min read · Rillor Research

Depreciation is the biggest risk in a GPU fleet, and now it is tradable.

GPU systems lose most of their market value within one generation cycle. That obsolescence risk is now something a CFO can hedge against an index, not just absorb.

Apr 23, 2026 · 11 min read · Rillor

What it takes to license the index and list a compute product.

If your venue wants to list a cash-settled product on a GPU system price, the path runs through a single feed and one hard boundary. Here is what licensing the Rillor Compute Index actually requires.

Product

Pre-delivery transfer of a forward contract, step by step.

If a buyer's plans change before delivery, a Rillor forward can sometimes be cancelled and rebooked to another verified buyer. Here is exactly how that gated exception works, and when it is available.

Apr 20, 2026 · 13 min read · Rillor

Apr 18, 2026 · 9 min read · Rillor Research

Dell Blackwell lineup: PowerEdge XE9680L, XE9780, and XE9685L systems.

Dell pairs Blackwell silicon with enterprise lifecycle support, factory rack integration, and validated designs, which is why regulated buyers anchor on PowerEdge XE.

Apr 16, 2026 · 11 min read · Rillor

A forward contract is standard channel pricing, not a margin giveaway.

The loudest OEM objection to listing forward is price erosion. The math says otherwise: contracts clear at channel price, the seller-side fee is zero on a core order, and the venue is neutral.

Apr 13, 2026 · 11 min read · Rillor Research

How to avoid single-OEM lock-in across a multi-rack GPU buildout.

The GPU baseboard is the constraint, not the chassis. Spec around the NVIDIA platform and any one of seven OEMs can deliver, so a single vendor slipping never stalls your buildout.

Apr 11, 2026 · 10 min read · Rillor Research

Quantum-X800 versus Spectrum-X: InfiniBand or Ethernet for GPU clusters.

A decision-focused look at NVIDIA's two AI cluster fabrics, from switch silicon and congestion control to the OEM baseboard the NICs ship on.

Apr 8, 2026 · 12 min read · Rillor

Financing GPU capex against a forward contract.

A bilateral forward turns a vague future hardware purchase into a defined claim with a known price and delivery month, the kind of certainty a lender can actually underwrite.

Apr 5, 2026 · 13 min read · Rillor Research

What makes the Rillor Compute Index hard to manipulate.

A risk-team look at the design choices that harden the Rillor Compute Index against manipulation, and how to audit every print before you reference it for settlement.

Apr 3, 2026 · 11 min read · Rillor

What a seller performance bond covers, and what it does not.

A bond is the seller's skin in the game on the delivery month. Here is exactly what it backstops, what it leaves to other clauses, and why bonded supply quotes tighter.

Mar 31, 2026 · 8 min read · Rillor Research

Gigabyte Blackwell lineup: G893, G894, and GB300 rack systems.

Gigabyte competes on price-to-performance and fast NVIDIA platform availability. Here is how its G894, G893, and GIGAPOD GB300 systems fit a B200 or B300 buy on Rillor.

Mar 29, 2026 · 11 min read · Rillor

Why an OEM should list forward inventory on a forward market.

A forward listing turns speculative build-slot risk into deposited, KYC-verified demand, so you plan production against a committed forward demand book instead of chasing POs.

Mar 26, 2026 · 9 min read · Rillor Research

Forward contract versus spot versus OEM allocation, compared.

Most buyers chase OEM allocation or buy spot because no third option existed. For anyone with a known delivery date, the forward contract beats both.

Mar 24, 2026 · 9 min read · Rillor Research

ConnectX-7, ConnectX-8, and NVLink5 fabric explained.

Two fabrics, not one. NVLink5 binds a GPU domain together, ConnectX scales it out, and the B300 jump to 800G on baseboard is the part that changes your cluster math.

Mar 22, 2026 · 11 min read · Rillor Research

Contango and backwardation in AI compute forwards.

GPU systems break the cost-of-carry model because the carry is negative. Here is how contango and backwardation read on a compute forward curve.

Mar 19, 2026 · 11 min read · Rillor Research

What Brent, Henry Hub, and the LBMA gold price teach a compute index.

Oil, gas, and gold became benchmarkable through standardization, a published assessment window, and a governed, broadly-sourced reference price. The Rillor Compute Index borrows all three.

Product

How independent escrow works in a Rillor forward contract.

A step-by-step walkthrough of the escrow mechanic that protects buyer and seller capital with an independent agent, not the platform's balance sheet.

Mar 17, 2026 · 10 min read · Rillor

Market

How a forward curve forms from real contracts.

A forward curve is just executed prices for one SKU across delivery months. Here is how those points form, and how they become the index.

Mar 14, 2026 · 11 min read · Rillor Research

Mar 11, 2026 · 12 min read · Rillor

The index is the moat, not the marketplace.

A marketplace can be cloned in a quarter. A credible, broadly-sourced benchmark with years of time-stamped history cannot, because the moat is being first, governing it well, and getting written into other people's contracts.

Manifesto

Standardized forwards versus bespoke supply agreements.

A bespoke GPU supply agreement is a private artifact. A common-spec forward is a comparable, price-discoverable commitment. The difference is six fields, and it changes everything downstream.

Mar 9, 2026 · 12 min read · Rillor