ORM builds and maintains analytical frameworks for the AI infrastructure market — the CEH standard, the Infrastructure Index, and the Capital Series. We work directly with institutional capital and do not earn transaction fees.
Oak Ridge Management is an independent infrastructure intelligence and advisory firm. We build the analytical frameworks that institutional capital uses to evaluate AI infrastructure as a portfolio asset class — and we deploy those frameworks in direct advisory engagements with developers, fund managers, and hyperscaler strategy teams.
The firm operates the CEH Infrastructure Index, the primary power-first intelligence platform for AI campus site evaluation, and maintains the CEH Standard, the certification layer for individual site scoring.
ORM does not broker transactions, manage third-party capital, or provide investment recommendations. Independence is the product.
ORM's analytical work on AI infrastructure site economics originated within DG Energy & Infrastructure (DGEI), the firm's energy and real assets practice. The CEH framework was developed to solve a specific underwriting problem: how to denominate compute infrastructure costs in units that make cross-market and cross-site comparison tractable.
The ComputeEnergyHour (CEH™) — the energy cost to deliver one hour of compute at reference hardware efficiency — emerged from this work as a normalizing unit that strips out geographic energy price variation and hardware-specific arbitrage.
The CEH Infrastructure Index is the institutional delivery mechanism for that framework: a ranked intelligence platform, a research archive, and an advisory program built around the same analytical core.
The CEH Infrastructure Index is not a market commentary platform or a deal database. It has a specific mandate: make power-first AI infrastructure legible to institutional capital.
Site economics for AI infrastructure are routinely compared on incompatible bases — $/kWh, $/MW, $/sqft, power density, PUE. CEH denominated comparison collapses this into a single, auditable number that holds across sites, markets, and hardware generations.
Queue position, BTM feasibility, and interconnection timeline are the dominant drivers of whether a site delivers on its thesis. The Index quantifies these factors using the Power Readiness Index — the dimension most often absent from third-party appraisals.
Institutional committees have four standard objections to infrastructure deals: what does it actually measure, why does the metric matter, where has it failed, and what threshold clears. Every piece of Index output is structured to address these objections before they're raised.
The Index cannot serve both the analytical function and a transaction function. ORM earns no fees from site owners, developers, or brokers based on index rankings. Scores are not for sale and are not influenced by commercial relationships.
The Index (intelligence layer) and the CEH Standard (certification layer) serve different functions. The Index ranks and compares. The Standard certifies individual sites against defined thresholds. They share a methodology but serve different audiences and use cases.
Capital Series research and Index scores are published with full methodology disclosure, explicit failure conditions, and calibration sources. ORM publishes conclusions only when the data and assumptions behind them can be described completely and critiqued openly.
CEH Infrastructure Index is one layer of a broader analytical platform. Understanding the full architecture prevents confusion between products that are related but serve distinct purposes.
The underlying unit of measurement. One CEH = the energy cost to deliver one hour of compute at reference hardware efficiency. All downstream products are denominated in CEH.
Ranked market intelligence. Institutional research. The platform you're on. Evaluates and compares sites against each other. Subscription-based. What ORM operates.
Threshold-based certification for individual sites. A site either meets the CEH Standard (≤ 0.60× grid average) or it doesn't. Binary pass/fail, not ranked. Distinct from the Index.
A site can clear the CEH Standard threshold without achieving a high Index score (because PRI and SRS also matter). A site can rank well on the Index without yet holding a Standard certification.
If you are an institutional fund, developer, or hyperscaler team evaluating AI infrastructure and need a power-first analytical framework, ORM wants to hear from you. Start with the qualification intake.