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Some 3,000 cutting-edge low-carbon initiatives—spanning hydrogen; carbon capture, utilization, and storage (CCUS); bioenergy; and offshore wind—are currently under development, most in the early phases. Collectively, these projects, which require billions of dollars in global investment, could play a key role in accelerating a transformative shift in the energy system.

Certainly, energy infrastructure players have deep experience managing large capital projects—but proven playbooks can’t be readily applied to these low-carbon projects. Many are pioneering by nature and face significant commercial, operational, and regulatory uncertainties that differ markedly from traditional large-scale energy or infrastructure projects. Among the most challenging are commercial issues such as undeveloped end-user markets; operational risks, including some related to innovation and technology; and a shifting regulatory landscape. (See exhibit.)

Why Low-Carbon Capital Projects Demand a Different Playbook | Exhibit

Through extensive collaboration with clients, we’ve pinpointed the critical ways in which low-carbon projects differ from conventional capital projects and the steps required for success. Organizations that make these moves—embracing agility, robust partnerships, resilient supply chains, innovative financing, meticulous project delivery discipline, and AI and digital tools—can ensure the effective execution and scaling of ambitious low-carbon projects.

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Step 1: Integrate flexibility into the low-carbon portfolio.

A portfolio of low-carbon projects demands an operating model suited to the higher risk levels of such projects, one built on flexibility and scenario-based thinking.

Key Challenges
Low-carbon projects often utilize emerging technologies, such as advanced carbon capture equipment or electrolyzers for the production of green hydrogen, that are at earlier technology readiness levels.

In addition, while mature industries operate within a relatively stable regulatory framework, low-carbon projects operate in an environment characterized by shifting incentives and emissions standards. Changes to carbon pricing, the launch of new competing projects, or regulatory evolutions can greatly impact financial viability—even after companies have moved beyond final investment decision (FID). Such shifts can force owners to re-evaluate timelines, cost assumptions, and revenue forecasts and, in a worst-case scenario, derail execution—even when technical aspects are on track.

Targeted Actions
Companies need to manage these uncertainties and ensure they can adjust commercial strategies in real time.

At the portfolio level, scenario-thinking can be a powerful tool, enabling informed decisions on how to allocate capital across low-carbon technologies.

At the same time, companies can use stochastic models—which are designed to reflect uncertainty by generating a range of different outcomes—to make decisions about specific projects. These models provide a good view on the range of probable outcomes, including outliers at the positive and negative end of the spectrum. Taking this probabilistic approach can also allow companies to identify and focus on the factors that will have the biggest impact on the project outcome.

In addition, companies can leverage risk-based scenario modeling throughout the stage-gate process to ensure decisions strike the right balance among risk tolerance, cost, and option value. A smart stage-gate process can drive the optimal timing of investments in individual projects—allowing adjustments based on technology maturation, market and regulatory shifts, and pilot outcomes.

Companies should embrace a more intense iterative “test and learn” approach than they do with conventional projects. This can include a flexible development phase which accommodates multiple concepts being developed in parallel or highly frequent design iterations. Moving into execution, companies can leverage the pilot and demonstration phases to identify and address the risks that often emerge during scale-up. And companies must continuously monitor the regulatory environment to ensure they are able to adapt to changing policies.

Ultimately, rather than betting heavily on a single “moonshot” project, organizations can find it is valuable to take a portfolio approach by testing multiple pathways, such as different CCUS or electrolysis technologies. This approach can drive quick iterations and the reallocation of resources based on demonstrated performance and market signals.

Smaller companies, of course, are often investing in a limited number of related areas—making a true portfolio approach unfeasible. Still, scenario thinking can help guide decision making for these players as well, allowing them to anticipate the impact of regulatory changes in different markets or explore the potential of various partnerships.

Step 2: Build resilient supply chains.

Large-scale low-carbon initiatives face a more complex and fragmented set of supply chain issues, necessitating a differentiated and more adaptive procurement strategy.

Key Challenges
Supply chains for low-carbon projects and technologies are typically highly specialized. In addition, suppliers for some inputs may be less established than those for conventional projects.

For example, the number of suppliers for components such as specialized membranes (used in the production of low-carbon hydrogen), high-grade catalysts (used in the ammonia cracking process for low-carbon hydrogen production), and novel materials are often limited. As a result, supply constraints or lead times can be much longer and more unpredictable.

Targeted Actions                                                
Companies need to recognize that procurement is about much more than securing equipment. It often requires co-investing in capabilities with manufacturers and forging long-term alliances that guarantee support throughout technology development. Companies also need to embrace additional uncertainties in their schedule and anticipate higher budget contingencies. This approach—which requires shifting to stochastic planning methods that consider multiple possible outcomes, instead of relying solely on traditional linear scheduling—can allow companies to better manage project risks, potential portfolio interdependencies, compounding impacts, and knock-on effects.

Step 3: Engage and partner early on.

Supply chains are not the only area where robust partnerships are vital. Given the high level of uncertainty that often surrounds low-carbon projects, they almost always involve a broad set of consortium partners (such as infrastructure owners, EPC firms, operators, and offtakers) and are influenced by a broader set of stakeholders (including local communities, green financing entities, and regulators) given the high uncertainty.

Key Challenges
The nascent nature of many low-carbon markets creates a host of issues. For example, companies developing biofuels projects must secure customer offtake arrangements to enable commercial certainty and a solid business case for the projects, while also striking deals with operators providing the necessary feedstock. Offtake agreements often include changes in terms and conditions based on external triggers—making project economics more sensitive to market fluctuations, particularly when the customer base is not diversified and the feedstock or product is not a mature commodity. Uncertain project economics can also complicate agreements with financiers and contractors delivering the project.

At the same time, low-carbon initiatives often require new or expanded infrastructure, such as renewable energy sources, dedicated CO₂ pipelines, or hydrogen storage. This, in turn, demands a different level of coordination with utilities, other project owners, and regulators. Additionally, EPC firms are critical partners for low-carbon capital projects, but their scope must be carefully designed to ensure adequate process connections without inadvertently sharing or compromising core intellectual property.

Targeted Actions
These challenges demand smart approaches throughout the full project lifecycle. Companies can develop collaborative contracting models with both customers and contractors that share risks and align incentives. Alliance or partnership agreements with contractors, for example, can equitably distribute risk and leverage collective expertise—a departure from more adversarial, fixed-price approaches common in traditional sectors. Companies can also strike strategic partnerships with startups that have specific technology capabilities critical to the project. (In some cases, the larger player may even take a stake in the startup to align incentives.) At the same time, companies have an opportunity to coordinate closely with other stakeholders, such as utilities, governments, and other project owners, to manage infrastructure interdependencies.

Aligning project goals from the start with regulators, local communities, contractors, and potential offtakers can mitigate surprises and expedite execution. This also opens the door to public-private partnerships. And companies that ensure they engage with stakeholders openly and proactively can build goodwill—an asset that can significantly mitigate reputational and political risk should the project run into challenges.

Step 4: Leverage a full suite of financing tools.

Low-carbon initiatives have different capital requirements than traditional infrastructure projects. Developers must adopt new financial approaches, including phased investment strategies.

Key Challenges
Low-carbon capital projects have unique characteristics that demand flexible financing. But low-carbon infrastructure can demand even higher early investment owing to factors such as:

As a result, companies developing these projects must craft a more flexible financial structure— one that accounts for policy shifts, carbon pricing volatility, and/or uncertain offtake markets.

Targeted Actions
Companies can adopt creative financing that blends traditional loans, equity, government grants, green bonds, carbon credits, or public-private partnerships. They also can leverage phased investment strategies, with funding provided at a series of intervals governed by a disciplined stage-gate process.

Companies also should embrace transparency. Robust financial reporting and forecasting can help manage capital risk. And transparency in performance metrics—like carbon intensity reductions—can also attract more patient, impact-oriented capital. To enable a robust financial structure and focus on the right metrics, companies should double down on financial modeling to factor in unpredictable revenue streams, carbon pricing volatility, and lengthy payback periods.

Step 5: Ensure rigorous project execution and discipline.

The actual physical buildout of low-carbon projects comes with unique hurdles—and requires tailored strategies and skills. And the speed of execution matters. A focus on moving swiftly can allow companies to adapt to an ever-changing regulatory landscape and lean into modular, simplified designs instead of overly complex, “gold-plated” plans.

Key Challenges
Companies developing and constructing low-carbon projects confront a host of potential obstacles, including:

Targeted Actions
To ensure excellence in project delivery, companies should systematically address these issues. Key actions include:

Step 6: Leverage AI and digital tools.

Companies that tap into new AI and digital solutions can improve planning accuracy and risk management for low-carbon capital projects while accelerating timelines. To realize such benefits, they must first overcome obstacles such as limited model training data and varied stakeholder readiness.

Key Challenges
The lack of standardized historical data is a key challenge in fully harnessing the power of AI and digital for low-carbon capital projects. Because low-carbon technologies—such as advanced carbon capture systems or e-fuel production—are often still emerging, there are limited reference points for AI systems to analyze. This makes predictive analytics and AI-driven scheduling less precise.

In addition, the digital capabilities of partners in large low-carbon projects are likely to differ significantly. Introducing complex AI solutions, like supply chain platforms or AI-driven feasibility studies, requires extensive training, clear communication, and coordinated effort. Without alignment and careful management of these factors, the potential impact from AI and digital tools can be severely diminished.

Targeted Actions
Companies can overcome these obstacles first by establishing standardized data libraries and structured knowledge-sharing. Capturing data from pilots—such as performance data from electrolyzers for hydrogen production or advanced battery systems —helps AI improve predictions on timelines and costs.

Second, proactive investment in training and stakeholder alignment is crucial. Regular communication and common digital standards help partners—from suppliers to regulators—adopt new tools more effectively. This approach encourages trust and open data sharing, driving continuous improvement.

Finally, adopting a phased approach to digital transformation allows companies to build confidence gradually. Piloting targeted applications—like AI-based supply chain or risk
monitoring solutions—demonstrates early value. Scaling these proven solutions with clear metrics ensures smoother adoption.


The six best practices outlined here can help guide the successful development, execution, and, if necessary, strategic course corrections of low-carbon capital projects. (See “Resetting the Course for a Pioneering Project.”)

Resetting the Course for a Pioneering Project
A leading energy infrastructure company embarked on an ambitious, first-of-its-kind offshore energy project designed to accelerate the low-carbon transition. Early into execution, however, the project encountered significant budget overruns and heightened complexity due to unforeseen cost escalations and supply chain bottlenecks. Uncertainty surrounding permitting, the execution timeline for novel construction methods, and logistical constraints exacerbated these challenges. Diverging stakeholder priorities among the board of directors, customers, and policymakers further complicated decision making and risk management.

To resolve these issues, the company conducted a strategic reassessment, leveraging detailed scenario-based business cases and adopting a data-driven probabilistic analysis. Transparent scenario evaluations helped stakeholders align around a shared understanding, facilitating the necessary rescoping and rebaselining of the project’s planning and budget. By explicitly addressing the unique complexities inherent in pioneering low-carbon initiatives, including significant uncertainty and the need for adaptable planning, the organization successfully stabilized the project, enabling it to advance with renewed clarity and stakeholder alignment.

By recognizing the unique challenges facing these projects, companies can adapt their approach and position themselves as industry leaders in the low-carbon economy.