Data center facilities and electrical power infrastructure supporting AI development.

Time to Power is Becoming an Operating Model Problem

November 01, 2026•6 min read

Why increasing project complexity is creating new commercial and operational risks for the companies building America's energy and AI infrastructure.

By Ken Craft | Founder, The Operator's View™

America's rapidly expanding AI infrastructure market is creating significant opportunities for engineering firms, equipment manufacturers, EPC contractors, and specialty suppliers. But as demand accelerates, an increasingly important challenge is emerging: how quickly can the infrastructure needed to support that growth actually be delivered and placed into operation?

For data center developers, time to power has become a critical factor in investment decisions and project planning. For the businesses responsible for delivering that infrastructure, however, the implications extend beyond construction schedules and equipment availability. Increasing project complexity is creating interconnected commercial, financial, and operational risks that require a more disciplined approach to accepting and executing commitments.

The opportunity is substantial, but winning new business and delivering it profitably are two very different things.

A More Complex Infrastructure Ecosystem

The International Energy Agency's 2025Energy and AIreport projected that global data center electricity consumption could more than double between 2024 and 2030. Meeting that demand requires significant investment in power generation, transmission, distribution, and supporting infrastructure.

Yet electricity demand is only one part of the challenge. Grid interconnection delays, permitting requirements, equipment lead times, and construction constraints are pushing some developers to consider alternative approaches to securing power.

One increasingly important development is the consideration of dedicated or on-site generation, often described as bring-your-own-power. Technologies such as natural gas generation and fuel cells can provide alternatives to conventional utility-dependent development schedules, but they also introduce additional infrastructure requirements.

Depending on the technology and project configuration, those requirements may include natural gas supply, pipeline connections, environmental permitting, fuel delivery arrangements, and coordination among multiple contractors and regulatory authorities.

Solving one infrastructure constraint can therefore introduce several new dependencies. For EPC contractors and suppliers, the challenge is understanding not only their individual scope of work, but also the activities outside their control that could affect their contractual commitments.

When Project Delays Become Financial Exposure

Consider a hypothetical hyperscale data center development pursuing dedicated natural gas generation to accelerate its time to power.

The developer engages an EPC contractor responsible for coordinating major portions of the infrastructure. The EPC subsequently awards contracts to equipment manufacturers and specialty suppliers, many of which must commit materials, production capacity, engineering resources, and working capital well before their work is completed.

Now suppose the project encounters an unexpected delay in environmental permitting or the availability of natural gas infrastructure. Although equipment procurement and manufacturing may already be underway, the overall project schedule shifts by six months.

For the EPC contractor, that delay could create additional project management costs, resource conflicts, extended overhead, and potential exposure under its contractual commitments. Whether those costs are recoverable depends on the agreement, the cause of the delay, and the protections negotiated before execution.

For a smaller equipment manufacturer, the consequences could be even more significant. The company may have purchased long-lead materials, committed production capacity, and incurred substantial costs against an expected delivery and payment schedule. A delayed project could leave the manufacturer carrying inventory and financing obligations considerably longer than anticipated.

If its contract contains unfavorable payment milestones, inadequate protections against schedule changes, or limited mechanisms for recovering delay-related costs, the financial consequences could be substantial.

The developer may have the resources to absorb the disruption. The EPC contractor may have some financial flexibility. But a smaller supplier operating with limited working capital may face serious financial pressure despite having performed its own responsibilities effectively.

The underlying project may remain economically attractive, yet the consequences of its delay can threaten an otherwise healthy business.

The important distinction is that risk does not automatically transfer from one company to another. Contractual terms determine how certain obligations and costs are allocated, while each organization's financial capacity determines how much disruption it can withstand. A delay originating outside a supplier's control can still become a significant operating and financial problem.

Commercial Discipline Begins Before the Contract Is Signed

For CEOs and business owners, these circumstances create an important leadership responsibility.

In a rapidly expanding market, the excitement of securing a major contract can overshadow the obligations being accepted. Aggressive delivery schedules, fixed-price commitments, payment provisions, liability exposure, and assumptions about circumstances outside the company's control can materially affect the economics of an otherwise attractive opportunity.

No organization enters a complex infrastructure project with every variable fully understood or every uncertainty eliminated. That is neither realistic nor necessary. The objective is to identify material risks, understand their potential consequences, and determine how those exposures can be mitigated, appropriately allocated, or knowingly accepted.

Some risks can be addressed through carefully negotiated contractual provisions. Others require operational contingency plans, financial safeguards, supplier arrangements, or adjustments to execution strategies.

Experienced legal and commercial professionals are essential to that process. Their involvement before significant commitments are accepted should be viewed as an investment in protecting the business, not simply another transaction cost. Addressing contractual exposure before execution is generally far more manageable than attempting to resolve its consequences through disputes after problems arise.

But legal review alone is not sufficient. Executive leadership must also determine whether the organization has the operational capacity, financial resources, and management systems necessary to fulfill its commitments. Sales, operations, procurement, finance, and legal counsel need a common understanding of the risks before the company commits.

Winning the contract is a commercial achievement. Delivering it profitably is an organizational responsibility.

Growth Requires an Operating Model Capable of Execution

These challenges become particularly important for small and midsize businesses experiencing rapid growth.

A growing backlog may provide revenue visibility and confidence in future performance, but backlog alone does not establish whether the organization can execute that work profitably. Leadership must understand the associated margins, working capital requirements, delivery dependencies, and resource commitments.

In my experience, businesses frequently encounter execution challenges not because their people lack capability or commitment, but because the operating model that supported earlier success has not evolved with the increasing demands of the business.

As project commitments grow, informal coordination becomes less reliable. Decisions require greater cross-functional alignment, financial exposure becomes more significant, and leadership needs earlier visibility into emerging risks.

The solution is not necessarily more people or additional management layers. It is an operating model appropriate for the scale and complexity of the business, with clear accountability, disciplined commercial decisions, reliable operating information, and the ability to respond before manageable problems become significant financial consequences.

The Opportunity Requires More Than Capacity

America's expanding energy and AI infrastructure market presents meaningful opportunities for the companies responsible for building it. But demand alone will not determine which businesses succeed.

For CEOs and business owners, the critical question is whether their organizations can convert those opportunities into profitable, sustainable performance. That requires understanding the risks embedded in major commitments, securing appropriate contractual protections, evaluating financial exposure, and ensuring the organization has the capability to execute.

Not every uncertainty can be eliminated, and pursuing growth inevitably involves accepting some risk. The objective is to make those decisions deliberately, with a clear understanding of both the opportunity and the obligations involved.

The companies that succeed in this market will not simply be those that win the most work. They will be those that consistently convert opportunity into profitable execution.

Organizations don't execute by accident. They execute by design.

Ken Craft
Founder | Fractional COO | Executive Advisor
The Operator's View™
Building Organizations That Execute™

Ken Craft

Ken Craft

Ken Craft

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