Tesla’s Carbon Credit Empire Faces a Shake-Up as Stellantis, Toyota, Subaru Exit EU Pool

A new regulatory filing in the European Union shows that several major carmakers will not join the 2026 carbon credit pool led by Tesla. The filing lists Stellantis, Toyota Motor Corporation, and Subaru Corporation as absent from the Tesla-led alliance for the coming compliance year.

The change highlights an important shift in the European auto market. Carbon credit trading has become a major financial lever for electric vehicle makers, especially Tesla. At the same time, legacy automakers are investing heavily in electric and hybrid vehicles to reduce their dependence on regulatory credits.

EU Filing Reveals Breakup in Tesla’s Carbon Credit Alliance

The European Union allows automakers to join “emissions pools” to meet strict fleet-wide carbon targets, as shown below. In these alliances, companies combine their fleets when regulators calculate average CO₂ emissions.

Eu fleet carbon performance vs target
Source: ICCT

Carmakers with high emissions can offset them by joining a pool led by a low-emission manufacturer such as Tesla.

According to an EU filing dated February 27, 2026, Tesla is recreating its carbon credit pool for the year. However, Stellantis, Toyota, and Subaru are not currently listed as members.

The absence marks a change from 2025. That year, the Tesla pool included a large group of automakers: Tesla, Stellantis, Toyota, Subaru, Ford, Honda, Mazda, Suzuki, and Leapmotor. These partnerships helped companies comply with EU emissions targets while their EV production ramped up.

For 2026, the pool appears smaller. Current participants include Tesla alongside Ford Motor Company, Honda Motor Company, Mazda Motor Corporation, and Suzuki Motor Corporation.

However, companies can still join later. Automakers are allowed to enter pooling agreements until December 2026, leaving the door open for changes during the year.

How Tesla Turns Carbon Credits Into Billions in Revenue

Tesla’s role in carbon pools comes from its all-electric lineup. Since the company sells only zero-emission vehicles, its fleet emissions are far below EU regulatory limits. This creates excess regulatory credits. Tesla can sell those credits to other automakers that struggle to meet the limits.

Globally, Tesla has earned nearly $2 billion in 2025 from emissions credits, according to its report filings. The EV maker has earned a total of around $12.4 billion since 2017.

Tesla carbon credit revenue 2025

These revenues have historically played an important role in Tesla’s profitability. In several earlier years, regulatory credits accounted for a large share of the company’s net income.

In Europe alone, analysts previously estimated that Tesla’s pooling arrangements could generate more than €1 billion in annual credit revenue. For traditional automakers, buying credits is often cheaper than paying regulatory fines.

Under EU rules, companies that fail to meet emissions targets face penalties of €95 per gram of CO₂ above the limit for every car sold. This can add up quickly for large manufacturers selling millions of vehicles each year.

EU vehicle emissions rules and targets
Source: ICCT

Carbon credit pooling, therefore, acts as a compliance bridge while companies transition their fleets to electric vehicles.

Why Some Automakers Are Leaving the Pool

The absence of Stellantis, Toyota, and Subaru from the 2026 pool may reflect several strategic changes across the industry.

First, the European Commission adjusted the compliance timeline. Instead of assessing emissions strictly for 2025, regulators now allow compliance based on the average emissions between 2025 and 2027.

This change gives automakers more flexibility. Companies that expect their emissions to fall in the next two years may decide they no longer need to buy credits immediately.

Second, many legacy manufacturers have expanded their production of hybrid and electric vehicles. For example:

  • Toyota has one of the world’s largest hybrid fleets.
  • Stellantis has expanded its EV lineup across brands such as Peugeot, Opel, Fiat, and Jeep.
  • Subaru sells hybrid vehicles and is developing more EV models with Toyota.

These changes could reduce their reliance on Tesla’s credits in the short term. There are also corporate partnerships reshaping the market. Stellantis has a joint venture with Leapmotor, which sells EVs in Europe and could help offset emissions within the group.

Europe’s Strict Climate Rules Are Reshaping the Auto Market

The EU has some of the world’s strictest vehicle climate rules. Under the bloc’s current standards, automakers must steadily cut average fleet emissions. These targets support the EU’s broader climate goal of reducing greenhouse gas emissions 55% by 2030 compared with 1990 levels.

The long-term objective is even more ambitious. The EU plans to phase out sales of new gasoline and diesel cars by 2035, effectively shifting the market toward zero-emission vehicles.

As a result, the European EV market has grown rapidly. Battery-electric vehicles (BEVs) accounted for 15% in 2024. In 2025, this share rose to 19%, reflecting continued EV market growth amid stricter emissions rules.

Europe-Powetrains-share-2025-vs-2024
Source: ICCT

Hybrid vehicles also play a large role in the transition. Many manufacturers use hybrids to reduce fleet emissions while EV adoption grows.

Tesla’s EV Dominance Still Anchors the Carbon Credit Market

Despite changes in the credit market, Tesla remains one of the most influential players in the global EV industry. The company delivered about 1.81 million vehicles in 2024, making it one of the largest electric car producers worldwide. However, deliveries dropped to 1.6 million in 2025.

  • Tesla’s main models include: Model 3, Model Y, Model S, and Model X.

The carmaker also continues to expand its production footprint. Major factories operate in the United States, China, and Germany. The company’s Gigafactory Berlin-Brandenburg plays a key role in supplying EVs to the European market.

However, BYD has overtaken Tesla in EV sales in 2025, both in the EU market and globally.

As EV adoption rises, the role of regulatory credits may gradually shrink. More automakers will meet emissions targets using their own electric vehicles rather than buying credits. Yet, credits still provide a useful financial buffer for Tesla during the transition period.

Are Carbon Pools a Temporary Bridge for the Auto Industry?

Carbon credit pooling reflects the uneven pace of the automotive transition. Some companies, like Tesla, moved early into fully electric vehicles. Others are still shifting large gasoline and diesel fleets toward cleaner technology.

Pooling allows the industry to comply with regulations while maintaining vehicle supply and avoiding sudden price increases.

Yet, the system may evolve. As more automakers scale EV production, fewer companies will need to buy credits. This could gradually reduce the value of Tesla’s carbon credit business, as the 2025 sales drop shows.

At the same time, tightening climate policies and rising EV demand could create new market dynamics.

For now, Tesla remains at the center of the regulatory credit ecosystem. The 2026 EU filing shows that alliances are shifting, but the underlying system still plays an important role in the global transition to low-carbon transportation.

The coming years will reveal whether carbon pools remain a major financial tool or become a temporary bridge as the auto industry moves toward fully electric fleets.

America Backs First Manila SMR Study: The New Nuclear Roadmap for Philippine Power

The United States is stepping up its push for small modular reactors (SMRs) in the Philippines. In mid-February 2026, the U.S. Trade and Development Agency (USTDA) announced $2.7 million in technical assistance for Meralco PowerGen Corp. (MGEN). The work will review advanced U.S. SMR designs and create an implementation roadmap for what could become the country’s first SMR nuclear power plant.

USTDA framed the project as “vendor-neutral” evaluation support that can help the Philippines compare options and plan the steps needed to move from concept to construction. The goal is to speed early planning, such as technical screening and sequencing, before major capital decisions.

This is not a power plant approval. It is a funded study and planning effort. Still, it signals stronger U.S. backing for nuclear cooperation at a time when the Philippines is looking for more reliable, low-carbon power sources.

Meralco Chairman Manuel Pangilinan remarked:

“Through the generosity of the US government, we are laying the groundwork for the responsible integration of nuclear into our energy mix through small modular reactors. This offers a safe and responsible pathway towards energy security for generations to come.”

Coal Dependence and Rising Demand Drive the Debate

The Philippines still relies heavily on fossil fuels for electricity. Official DOE data show that in 2024, total power generation reached 126,941 GWh. Coal produced 79,359 GWh, which is about 62.5% of the country’s electricity that year.

Philippine electricity generation 2024
Source: CEIC
  • Natural gas produced 18,047 GWh (about 14%). Renewable energy produced 28,193 GWh (about 22%). Oil produced 1,342 GWh (about 1%).

On the capacity side, the DOE reported 29,706 MW of total installed generating capacity in 2024, with the following breakdown:

  • Coal capacity was 13,006 MW (about 44%);
  • Renewable energy capacity was 9,520 MW (about 32%);
  • Natural gas was 3,732 MW (more than 12%); and
  • Oil was 3,448 MW (almost 12%).

Philippine power sector

Demand growth also shapes this debate. In the DOE’s power planning materials, the country’s peak demand is projected to rise from 16,596 MW in 2022 to 68,483 MW by 2050, which the DOE notes equals an average annual growth rate of 5%.

These numbers help explain why policymakers and utilities are reviewing many options at once. They include grid upgrades, energy efficiency, renewables, storage, gas, and now nuclear.

SMRs Explained: Smaller Reactors, Big Expectations

An SMR is a nuclear reactor designed to be smaller than traditional large reactors. The International Atomic Energy Agency (IAEA) defines SMRs as reactors with a capacity of up to 300 MW(e) per unit. That is roughly one-third of the size of many conventional reactors.

The image is an example of an SMR design by NuScale Power, an American SMR company.

NuScale SMR power plant view
Source: NuScale

Supporters point to three practical features. First, SMRs aim for modular construction. Developers may build parts in factories and assemble them on site. Second, SMRs can be scaled by adding modules over time. Third, SMRs can provide steady output that does not depend on weather, which can help a grid manage variability from wind and solar.

At the same time, SMRs do not remove hard requirements. Any nuclear project still needs a strong regulator, safe site selection, trained staff, emergency planning, fuel and waste plans, and long-term financing. These items often drive timelines and costs, especially for a first plant in a country that is new to commercial nuclear power.

Small Reactors, Big Global Ambitions

Around the world, interest in small modular reactors is growing fast. Designers have created more than 120 SMR designs in recent years, with dozens in early review or licensing stages.

The global market for SMRs is also expanding. Analysts estimate the value of SMR markets at several billion U.S. dollars today, and rising over the next decade. Some forecasts show markets increasing to roughly double or more by the early 2030s, around $10–16 billion.

Installed SMR capacity is also expected to rise. Industry reports project several hundred megawatts of capacity by 2030, with further growth as more designs reach construction, up to 2.0 GW per IEA forecast.

SMR Global Installed Capacity by Scenario and Case, 2025-2050 IEA data

Countries in North America, Europe, and the Asia Pacific are leading deployment and planning. Many governments see SMRs as a way to add reliable, low-carbon power alongside renewables.

Global forecasts to 2050 show SMRs could play a bigger role in clean energy systems, especially under scenarios that aim for low emissions and stable power. However, real deployment depends on licensing, investment, and supply chain development.

The 123 Agreement: Legal Groundwork for Nuclear Cooperation

A key reason U.S. firms can offer nuclear technology is the U.S.–Philippines Agreement for Cooperation in the Peaceful Uses of Nuclear Energy, often called a “123 Agreement.” The U.S. State Department said the agreement entered into force on July 2, 2024. It sets the legal framework for civil nuclear cooperation and can support exports of nuclear material, equipment, and components under U.S. rules.

In practice, this type of agreement is one building block. It does not select a reactor design and does not guarantee financing. It does create the conditions for deeper technical engagement, training, and potential commercial activity, as long as both sides meet non-proliferation and regulatory requirements.

From Planning to Licensing: Mapping the Nuclear Timeline

The Philippines began its nuclear journey after the 1973 oil crisis. It built the 621 MWe Bataan Nuclear Power Plant in 1984 at a cost of USD460 million. However, safety and financial concerns stopped it from operating. The plant was never fueled but has been maintained.

The DOE has publicly set nuclear targets in its 2022 planning. Reporting around the Philippine Energy Plan has cited a pathway that aims for at least 1,200 MW of nuclear capacity by 2032, rising to 2,400 MW by 2035, and 4,800 MW by 2050.

The DOE has also discussed regulatory readiness. In a November 2025 media release, the DOE said the Philippines aims to begin accepting nuclear power plant license applications by 2026, linked to the creation of the country’s nuclear safety regulator under Republic Act No. 12305.

International reviews add more context. In December 2024, the IAEA reported that the Philippines was making progress on nuclear infrastructure development, while still working through the many steps needed for a full nuclear power program.

Against that timeline, the USTDA-MGEN work looks like an “early stage” accelerator. It helps narrow design choices and map steps. It does not replace the national licensing process.

Geothermal’s Role in a Future Nuclear Mix

The Philippines already has a major source of steady renewable power: geothermal energy. DOE statistics list 1,952 MW of geothermal installed generating capacity in 2024. Geothermal generation reached 10,789 GWh in 2024.

geothermal power plants philippines 2025
Source: National Geothermal Association of the Philippines, Inc. (NGAP)

This matters for the SMR discussion because many people describe nuclear as “baseload,” meaning it can run day and night. In the Philippines, geothermal already provides a similar kind of steady output in many areas. The challenge is that geothermal expansion depends on location, drilling success, and up-front exploration risk.

This is why planners often look at a mix. They can expand renewables like geothermal, hydro, wind, and solar, while adding storage and grid upgrades. They can also evaluate nuclear for future reliability needs, especially if coal plants retire over time.

For the U.S. side, the near-term goal is clear. It wants U.S. designs and services to be part of the shortlist. For the Philippines, the task is also clear. It must match any technology choice to national needs, grid limits, safety rules, and long-term affordability.

TotalEnergies and AllianzGI Team Up on $580M Battery Storage Push in Germany

TotalEnergies agreed to sell a 50% stake in a large portfolio of battery storage projects in Germany to Allianz Global Investors. The move includes an investment of about €500 million, or over $580 million. This funding will go toward large-scale battery storage infrastructure, a landmark deal in Europe’s energy transition.

The partnership underlines growing investor confidence in battery storage as a key pillar of the clean energy transition. It also shows how private capital is moving into critical power infrastructure that supports renewable electricity.

Stéphane Michel at TotalEnergies said:

“We are delighted to welcome Allianz, a first-class partner in Germany, as a shareholder in 11 of our battery storage projects, representing a total capacity of nearly 800 MW. This operation strengthens our development momentum in Germany, Europe’s largest power market, where we are deploying our clean firm power strategy…”

Deal Overview: What Was Agreed Upon

Under the agreement, AllianzGI will buy a 50% stake in TotalEnergies’ portfolio of 11 battery storage projects currently under construction in Germany. The portfolio’s total planned capacity is 789 megawatts (MW) and 1,628 megawatt-hours (MWh) of storage. This translates to about 800 MW of power potential.

The partners will invest about €500 million in total to complete these projects. About 70% of this investment will come from debt. This shows that lenders are now willing to finance large battery storage deals on a commercial scale.

The projects were developed by Kyon Energy, a German battery storage developer that is a subsidiary of TotalEnergies. Most sites will use next-gen battery tech supplied by Saft, a TotalEnergies subsidiary. The oil major will continue to operate the assets once they become operational.

Both AllianzGI and TotalEnergies expect the battery projects to be fully operational by 2028.

Money in Motion: How the Deal Is Funded

The €500 million investment in this battery portfolio shows how big energy infrastructure is getting. It’s a sign of growing mobilization in the sector.

Battery storage was once seen as an emerging or niche technology. Now it attracts significant capital from institutional investors like AllianzGI.

The fact that 70% of the total investment will be debt‑financed — rather than equity — suggests that lenders also view these assets as bankable. This means stable revenue projections and confidence in long‑term returns.

AllianzGI stated this is its first direct equity investment in a battery storage portfolio. The deal fits well with the firm’s focus on energy transition. It has invested in wind, solar, green hydrogen, and electricity infrastructure.

TotalEnergies, in turn, retains operational control of the assets. This allows the company to manage daily operations and system integration across Germany.

Why Batteries Are the Backbone of a Stable Grid

Battery storage is a key technology for clean power systems. Unlike traditional power plants, batteries do not generate electricity. Instead, they store excess electricity when production is high (for example, on windy or sunny days). They then release this energy when demand is higher or supply from renewables falls. This helps stabilize grids, reduce congestion, and balance supply and demand.

Germany is Europe’s largest electricity market. The quick growth of wind and solar power has raised the need for flexible systems. These systems must adjust to changing energy production. Batteries support renewable integration and help keep power prices stable.

Several industry reports indicate that large-scale battery storage in Germany and Europe is expanding. Projects like this one boost grid resilience. They also help prevent bottlenecks as more renewable energy becomes available.

Germany’s Grid Upgrade: Storage as a Strategic Asset

Germany’s power system is shifting quickly toward renewables. In 2025, wind, solar, biomass, and other renewable sources supplied about 58.5% of Germany’s total electricity, according to data from the Federal Network Agency and the Fraunhofer Institute for Solar Energy Systems.

germany electricity generation 2025
Source: Fraunhofer Institute

As renewable output grows, storage has expanded rapidly. By the end of 2025, Germany had installed around 2.22 million battery storage systems. These systems provide about 16 GW of power capacity and 25.5 GWh of storage capacity.

Large-scale grid batteries are also increasing. Capacity for systems above 1 MW rose by about 60% in 2025, reaching roughly 3.7 GWh. This growth reflects rising demand for grid balancing services.

Germany battery storage 2024
Source: PV Magazine

Germany aims to reach around 80% renewable electricity by 2030. To manage this shift, storage is becoming essential. The Fraunhofer Institute estimates Germany could need 100 to 170 GWh of battery storage by 2030 to maintain grid stability.

Battery systems store surplus wind and solar power and release it when needed. This reduces grid congestion and lowers reliance on fossil fuel backup plants. For this reason, storage is now viewed as a strategic asset in Germany’s energy transition and meeting emissions targets.

In 2024, Germany’s battery energy storage systems market generated USD418.9 million in revenue. Data centers were the top revenue-generating application that year. The market is projected to reach USD2,204 million by 2030.

battery-energy-storage-systems-market-germany 2030
Source: Grand View Horizon

For the European nation, grid stability and flexibility are rising priorities. A national energy strategy aims to increase storage capacity. This helps fix imbalances from variable renewable generation. Large portfolios like the one TotalEnergies and AllianzGI are building help deliver this flexibility.

Power Players: TotalEnergies and AllianzGI Strengths

TotalEnergies has emphasized its integrated power strategy in Germany. By early 2026, the company had over 34 GW of gross renewable capacity worldwide. It aims to produce more than 100 TWh of net electricity by 2030 from renewables and flexible power assets.

TotalEnergies Renewable Power Deals by Year

The company has been present in Germany since 1955 and employs around 4,000 people there. It is active across the energy value chain in the country, including:

  • Renewable generation (like wind and solar)
  • Battery storage capacity
  • Electricity trading and supply
  • Vehicle charging infrastructure

Allianz Global Investors manages significant assets on behalf of insurance clients and third-party investors. The firm includes ecological and social factors in its investment choices. It is also listed in sustainability indices. In 2025, Allianz reported a business volume of €186.9 billion and an operating profit of €17.4 billion.

The partnership blends strengths from both companies. TotalEnergies brings its operational skills to energy assets. AllianzGI contributes investor capital and expertise in long-term financing.

Storage in Action: Scaling the Energy Transition

This deal reveals broader trends in the energy transition:

  • Institutional capital is entering energy infrastructure beyond generation, moving into flexibility and storage assets.
  • Debt financing is playing a key role in scaling project pipelines, reflecting lender comfort with long‑term returns.
  • Large storage projects help manage grid stability and integrate renewable energy at scale.
  • Strategic investments like this can help reduce carbon emissions by enabling cleaner power systems.

In Germany’s energy transition context, storage systems will be essential to meet national and European climate goals. Battery storage complements wind and solar, ensuring electricity is available even when the sun doesn’t shine or the wind doesn’t blow.

A New Phase for Battery Infrastructure Investment

The TotalEnergies‑AllianzGI deal marks a clear shift in how energy projects are financed and built in Europe. Utility‑scale battery storage has moved from pilot projects to institutional investment scale.

Their partnership provides €500 million in capital and nearly 800 MW of storage capacity. It also features a shared ownership model, blending operational know-how with long-term financial support.

With the projects expected to be online by 2028, they will help Germany and Europe manage growing electricity demand and integrate more renewables. Institutional investment like this could accelerate the energy transition and support climate goals in the years ahead

ChatGPT vs Claude AI: Carbon Footprints, Pentagon Deal, and Energy Impact

In late February 2026, OpenAI reached a deal that allows its artificial intelligence (AI) tools run inside the U.S. Department of Defense’s (DoD) classified computer systems. CEO Sam Altman said this deal includes safety limits on mass surveillance and use in weapons systems.

The announcement came shortly after the Trump administration ordered U.S. agencies to stop using rival AI company Anthropic’s technology.

This moment highlighted how AI is becoming linked with national security. It also showed how two leading AI models — OpenAI’s ChatGPT and Anthropic’s Claude AI — are now part of major technology debates. At the same time, their energy use and carbon footprints matter to people, organizations, and climate policy makers.

This article compares ChatGPT and Claude AI using data from credible research. It explains their environmental impact, why it matters, and how it connects to broader issues in technology and climate.

Why Every Query Counts: AI’s Hidden Carbon Cost

AI systems run on large computer networks called data centers. These centers use electricity and water. They also produce carbon dioxide (CO₂), a major contributor to climate change.

The size of the AI model and how often it is used affect its environmental costs. A single AI query may use only a small amount of energy. But billions of queries add up quickly. Data centers for AI are part of a fast‑growing electricity demand that could shape future carbon emissions patterns.

Because of this, comparing the environmental impact of different AI models helps users, developers, and policymakers understand sustainability trade‑offs.

How ChatGPT and Claude AI Use Energy

Energy Per Query

A single AI query is often measured in watt‑hours (Wh). This measures how much electricity is used.

Independent research shows:

  • OpenAI’s GPT‑4o (ChatGPT) uses about 0.30 Wh per request, with around 0.13 grams of CO₂ emitted on a typical global electricity grid.
  • Anthropic’s Claude 3 Opus AI uses significantly more, roughly 4.05 Wh per request, with about 1.80 grams of CO₂ per query in similar conditions.
  • A lighter version of Claude, Claude 3 Haiku, uses around 0.22 Wh and 0.10 grams CO₂ per query, suggesting model choice matters for impact.

This comparison shows that different AI architectures and optimizations can lead to more than 10× differences in energy usage per interaction.

User Shifts: Claude Climbs as ChatGPT Falls 

After news broke about OpenAI’s partnership with the U.S. Department of Defense, some users began leaving ChatGPT for alternatives. Data from app rankings shows that Anthropic’s Claude AI overtook ChatGPT as the #1 free app on the Apple U.S. App Store shortly after the dispute with the Pentagon became public. 

top free apps Claude Ai vs Chatgpt APP store

Sensor Tower data showed that Claude climbed from outside the top 100 in late January to the top spot by early March. Daily sign-ups and free users increased sharply during this time.

Reports show that Claude’s free user base grew over 60% since January. Also, its paid subscriptions more than doubled this year, according to company statements about the surge.

At the same time, uninstalls of the ChatGPT app spiked. Some data showed that these rates surged after the Pentagon deal. Yet, OpenAI’s chatbot maintains a much larger overall user base, with reported weekly active users in the hundreds of millions.

These recent shifts represent a notable trend toward user migration and increased competition in the AI chatbot market. 

Scaling Impact: Why Small Differences Multiply

A single AI query’s footprint may look small. For example, 0.30 Wh is roughly the energy needed to run a small LED light bulb for a few minutes. But the global scale of use changes the picture.

ChatGPT alone handles hundreds of millions to billions of queries every day. One estimate suggests more than 1 billion queries daily, leading to about 300 megawatt‑hours (MWh) of electricity consumption per day and over 260,000 kilograms of CO₂ emissions per month from ChatGPT use.

If models like Claude AI — which use more energy per query — are used widely, the total emissions scale up even faster. That means small differences in per‑query use can translate into large differences in total environmental output.

From Training to Inference: The Energy Life Cycle of AI

There are two main parts of AI’s life cycle:

  • Model Training

Training is a one‑time event for a given version of a model, but it must be repeated for updates.

Training a large AI model involves consuming large amounts of energy. Training generates billions of calculations and can emit hundreds of metric tons of CO₂.

For example, research on large language models estimates that training some early AI models resulted in over 500 metric tons of CO₂ equivalent because of the hardware and energy used.

  • Inference (Everyday Use)

Inference is when a model responds to user prompts. This ongoing use represents most of the daily energy footprint of AI systems. Here, the efficiency per query matters most.

chatGPT energy use

A more efficient model like GPT‑4o may use less energy per request than a less efficient model. Since ChatGPT already sees large volumes of queries, even small efficiency gains can reduce total emissions.

Water and Data Centers

AI data centers use water mainly for cooling. Hot servers generate heat and need water for cooling systems. Research indicates water use per query is usually very small, such as about 0.32 milliliters per average AI prompt.

However, at scale, this water use still matters, especially in regions where water is scarce. Not all companies publicly disclose the water footprints tied to their AI operations, making precise comparison challenging.

AI’s Role in Future Carbon Emissions

AI’s total environmental impact includes training, inference, and indirect effects from electricity production.

AI data center energy GW 2030

Data centers now account for a significant share of global electricity demand. Some estimates suggest that by 2030, data centers could use up to 3–4 % of global power. Most of this growth is tied to AI and cloud computing.

Globally, generative AI, including models like ChatGPT and Claude, could contribute millions of tons of CO₂ emissions annually by 2035 if current growth trends continue. This broad projection highlights why understanding per‑model efficiency matters for climate planning.

Comparing ChatGPT and Claude: Key Numbers 

Here is a comparison at a glance based on third‑party research:

ChatGPT vs Claude AI energy and carbon use

This table shows clear differences in per‑query environmental output between the two companies’ flagship models.

Understanding AI Emissions Limits

It is important to note that exact figures for model training and full system usage are often not publicly disclosed by AI companies. Independent research fills the gap using benchmarks and statistical methods.

Training emissions and energy use depend on many factors, such as the type of hardware used, the energy mix of the data center, and optimization choices. This study focused on inference energy use, not full life‑cycle emissions.

Greater transparency from AI companies would help both researchers and users better understand environmental impacts.

AI and Climate Policy: Why Efficiency Shapes Carbon Markets

Many climate strategies today focus on reducing emissions where possible. Measures include energy efficiency, shifting to renewable energy, and accounting for indirect emissions (scope 2 and 3).

AI technologies are part of this broader discussion for these reasons:

  • They consume electricity at large scale.
  • Their footprints depend on model design and data center energy sources.
  • Differences between models show how design choices affect emissions.

For users and organizations, choosing more efficient models or using AI judiciously can reduce total carbon emissions. For policymakers, understanding AI’s footprint supports better regulation around digital emissions accounting.

Lessons from ChatGPT and Claude

AI models like ChatGPT and Claude AI do not have identical environmental footprints. Data suggests that, per query:

  • ChatGPT’s GPT‑4o model operates with lower energy use and emissions than many versions of Claude AI.
  • Claude has some versions with higher per‑query energy use, though variants exist with lower profiles.

These differences are significant because AI usage continues to grow rapidly. Even small gains in efficiency can make a substantial difference when scaled across millions or billions of queries.

For climate‑focused platforms, this comparison shows that digital technologies have measurable environmental effects. Understanding these effects helps shape carbon accounting, sustainability reporting, and climate policy decisions in a world where AI is increasingly widespread.

Microsoft Secures 1.8M Carbon Credits from Africa’s Rainforest Builder

Microsoft is doubling down on nature-based carbon removal, and this time in West Africa. The tech giant has signed a long-term offtake agreement with Rainforest Builder, a fully integrated tropical forest restoration company, to support Project Buffalo in Sierra Leone. The deal will deliver up to 1.8 million carbon removal credits over 15 years, making it one of the largest single-project carbon removal agreements announced in Africa to date.

More than just a credit purchase, the partnership signals growing confidence in Africa’s high-integrity carbon markets. It also reinforces Microsoft’s aggressive push to become carbon negative by 2030.

A Landmark Carbon Removal Deal in Africa

Rainforest Builder operates across Sierra Leone, Ghana, and Guinea, employing more than 2,500 people. The company follows a science-led, community-focused model that blends ecosystem restoration with economic development.

Under the Microsoft agreement, Project Buffalo will restore 15,000 hectares of degraded community land in Sierra Leone. The initiative will plant more than 10 million trees, rebuilding native forest ecosystems in the Upper Guinean Forest — one of the most biodiverse yet threatened rainforest regions in the world.

So far, Rainforest Builder’s Sierra Leone team has planted more than 1.8 million trees since 2023. The scale-up now underway will dramatically expand restoration efforts.

Importantly, this is not a short-term offset arrangement. The 15-year offtake structure provides long-term revenue certainty. That stability helps finance restoration, workforce development, and monitoring systems. In turn, it raises the bar for project integrity and permanence.

Restoring the Upper Guinean Forest

The Upper Guinean Forest once stretched across West Africa as a dense tropical ecosystem rich in endemic species. Today, more than 90% of it has been cleared due to logging, agriculture, and land degradation.

In Sierra Leone, old-growth forest now covers less than 1% of the country’s total land area. Many mammal and plant species survive only in isolated fragments. Without intervention, biodiversity loss could accelerate.

Project Buffalo aims to reverse that trend. By restoring native species across 15,000 hectares, the project will rebuild wildlife habitat, strengthen carbon sinks, and restore ecological connectivity. The region contains the highest number of mammal species among the world’s biodiversity hotspots. Many species exist nowhere else.

Forest restoration here delivers dual impact: measurable carbon removal and biodiversity recovery.

Unlike avoided deforestation projects, reforestation physically removes carbon dioxide from the atmosphere and stores it in biomass and soil. When executed with scientific oversight and long-term monitoring, these removals can be accurately measured and verified.

Rainforest Builder operates under the stewardship of a Scientific Advisory Board. The company collaborates with research institutions across West Africa and conducts field trials to optimize species-site matching. These trials improve survival rates and accelerate ecosystem recovery.

Jobs, Infrastructure, and Community Benefits

In 2025 alone, Project Buffalo directly employed 1,200 people. Employment is expected to grow significantly as planting expands toward the 10 million tree target.

Beyond wages, the project includes a broad benefit-sharing structure. This includes:

  • Community land leasing agreements
  • Smallholder agricultural improvement programs
  • Rural road infrastructure upgrades
  • A community development fund

This model ensures local communities remain long-term stakeholders in forest recovery.

Carbon Credits Could Unlock Billions for Africa’s Economy

Africa contributes just 3.9% of global CO₂ emissions. Yet it faces some of the most severe climate impacts, including extreme weather, crop loss, and land degradation. Carbon markets, therefore, represent more than an environmental solution — they present an economic development pathway.

High-integrity African carbon credits could generate up to $6 billion annually by 2030. Longer-term projections suggest the market could scale to $120 billion per year by 2050, supporting as many as 30 million jobs.

  • In 2024, Africa issued approximately 75 million carbon credits, valued at around $15 billion. That represented roughly 14% of the global voluntary carbon market.

Initiatives such as the Africa Carbon Markets Initiative (ACMI) are accelerating this momentum. The ACMI has secured more than $1 billion in commitments, including major purchase agreements from global financial institutions.

Deals like Microsoft’s with Rainforest Builder strengthen both supply credibility and demand confidence.

africa carbon market
Source: ACMI

Microsoft’s Expanding Carbon Removal Portfolio

The agreement also fits perfectly within Microsoft’s climate strategy.

The company has committed to becoming carbon negative by 2030 and to removing all historical emissions by 2050. To reach those goals, Microsoft shifted in 2020 away from avoided emissions credits and toward carbon dioxide removal (CDR).

MICROSOFT CARBIN REMOVAL
Source: Microsoft

In fiscal year 2024, Microsoft signed long-term agreements covering 22 million metric tons of carbon removal — more than all previous years combined. Of that volume, 2.8 million metric tons are expected to contribute directly to its 2030 carbon negativity milestone. Additional tons extend into FY31 and beyond.

Microsoft’s approach has evolved. For example, in 2022, it signed its first long-term CDR agreement, purchasing 10,000 tons over 10 years from Climeworks’ direct air capture facility in Iceland.

Then in 2023, it scaled up to multi-million-ton agreements with developers capable of designing large projects from inception.

  • And most importantly, the company refined commercial offtake structures and strengthened due diligence standards with its Criteria for High-Quality Carbon Dioxide Removal.

One of its significant milestones includes innovative climate finance structures. For example, it worked alongside Brazilian reforestation company Mombak and the World Bank to help unlock a $225 million outcome bond supporting Amazon restoration. That model blends natural capital investment with performance-based finance.

And the Rainforest Builder agreement follows a similar logic: long-term contracts create investment certainty, which enables scale.

Why This Matters for Africa’s Carbon Future

Africa’s carbon market remains primarily voluntary today. However, future integration with compliance systems, including mechanisms under Article 6 of the Paris Agreement, could dramatically increase demand.

To capture that opportunity, projects must demonstrate integrity, permanence, biodiversity co-benefits, and strong community engagement.

It restores degraded land rather than displacing communities. It plants native species rather than monocultures. It incorporates scientific oversight. And it delivers measurable socioeconomic benefits.

Ultimately, the Microsoft–Rainforest Builder partnership represents more than a bilateral agreement. It reflects a shift in how global corporations approach climate responsibility. Instead of short-term offsets, buyers are increasingly committing to long-duration, high-integrity carbon removal backed by science and community impact.

Meta Strikes 80 MW Solar Deal to Power Data Centers and Cut Carbon Impact

Meta Platforms Inc., the owner of Facebook, Instagram, and WhatsApp, has signed a long-term power purchase agreement (PPA) with renewable energy developer MN8 Energy LLC. Under the deal, the tech giant will buy 100% of the electricity generated by MN8’s 80 megawatt (MW) Walker Solar Project in Juniata County, Pennsylvania. The agreement marks the first direct clean-energy contract between the two companies.

Meta will use solar power to help supply electricity to its data centers in the United States. The project is scheduled to begin operations by the end of 2026.

The Walker Solar project will supply power to the PJM Interconnection grid. This grid is the biggest wholesale electricity market in the U.S. It serves over 65 million people in 13 states and Washington, D.C.

Urvi Parekh, Director of Global Energy at Meta, said:

“We are thrilled to partner with MN8 ​Energy​ to bring new renewable energy to Pennsylvania and help support our operations with 100% clean energy.”

Inside the 80 MW Walker Solar Deal

The solar facility will generate about 80 MW of clean electricity when complete. Under the PPA, Meta will acquire all of the project’s output.

The agreement is a long-term contract. Meta will buy renewable power from MN8 Energy for years. This will help meet part of its data center electricity demand with clean energy.

MN8 Energy, a New York-based renewable energy and battery storage company, will develop and build the solar plant. It has about 4 GW of operational and under-construction solar projects nationwide. The company also operates 1.1 gigawatt-hours (GWh) of battery capacity and over 40 high-power EV charging stations in the U.S.

The Walker Solar project will supply energy to the regional grid and create local jobs during construction. It will also generate tax revenue for Juniata County and strengthen local energy infrastructure.

Powering AI Growth With Long-Term Solar

Meta has set a clear long-term climate goal. The company aims to reach net-zero emissions across its full value chain by 2030. This includes direct operations and supply chain emissions.

The tech giant has matched 100% of its global electricity use with clean and renewable energy since 2020. This covers its offices and data centers. To support this goal, Meta has helped add nearly 29 gigawatts (GW) of new clean energy capacity to power grids worldwide.

Meta renewable energy projects map
Source: Meta

Since 2021, Meta reports that its renewable energy procurement has helped reduce emissions by 23.8 million metric tons of CO₂ equivalent (CO₂e). These reductions come from large-scale wind and solar projects tied to long-term power purchase agreements.

However, electricity demand continues to grow. Meta’s data centers are expanding to support artificial intelligence and digital services. The company notes that rising data center demand makes decarbonization more complex, even as renewable energy use increases.

Meta aims to go further. It wants to reach net zero across its full value chain by 2030. This means not only its own operations (Scope 1 and Scope 2 emissions) but also the emissions tied to its suppliers, hardware, and products (Scope 3). Scope 3 emissions, which are about 8.15 million metric tons of CO2e, account for 99% of its total carbon footprint.

Meta 2024 carbon footprint
Source: Meta

As of its latest report, 48% of its suppliers — based on emissions contribution — have set science-aligned emissions reduction targets. These supplier commitments are critical because Scope 3 emissions make up a large share of Meta’s total carbon footprint.

  • The company has also set a goal to reduce Scope 1 and Scope 2 emissions by 42% by 2031, using 2021 as a baseline year.

Meta’s sustainability reports also show that electricity use remains central to its climate strategy. Since using 100% renewable energy in operations, Meta has helped avoid millions of tons of CO₂ emissions.

Beyond Carbon Emissions: Biggest Clean Energy Buyer

Beyond carbon reductions, Meta includes water and biodiversity in its ESG strategy. Since 2017, Meta has supported more than 40 water restoration projects.

In 2024 alone, these projects helped restore over 1.6 billion gallons of water in regions facing high or medium water stress. The company has committed to becoming water positive by 2030, meaning it plans to restore more water than it consumes.

The Facebook owner also supports biodiversity near its facilities. It has allocated more than 4,000 acres of land, over half of its owned data center campus footprint, for habitat protection and restoration using native species.

carbon removal projects backed by Meta
Source: Meta

In addition, Meta invests in voluntary carbon removal. The company funds projects designed to remove carbon dioxide from the atmosphere to address emissions that are difficult to eliminate. It also works with industry groups and government initiatives to help scale high-quality carbon removal markets.

A recent BloombergNEF report highlights Meta’s role in large-scale corporate clean energy procurement. The tech company was the biggest corporate clean energy buyer in 2025. They signed over 10 GW in power purchase agreements (PPAs).

corporate clean energy purchases BNEF 2025
Source: BNEF

It also found that Meta and its peers, Amazon, Google, and Microsoft, accounted for nearly half of all corporate clean energy deals last year. This demonstrates Meta’s influence in driving new renewable capacity online.

These efforts show Meta is combining financial power with sustainability action. The Walker Solar PPA helps the tech giant meet the fast-growing electricity needs from its data centers and AI workloads. Data centers use a lot of power. Using renewables can help meet this demand and reduce carbon emissions from grid electricity.

New Solar Capacity Strengthens the PJM Grid

The solar project will deliver clean power into the PJM Interconnection market. PJM coordinates electricity flow across a broad region of the U.S. and manages one of the most complex power systems in North America.

Adding new generation capacity like Walker Solar contributes to grid resilience and supports broader decarbonization goals. Solar generation helps offset older fossil-fuel plants as they retire or reduce output.

Experts say utility-scale solar is key. As more sectors electrify, the demand for electricity keeps rising. More solar capacity means steady, low-carbon energy when the sun is out, which helps reduce overall system emissions.

The Walker Solar project is part of a larger trend in U.S. solar growth. The U.S. Energy Information Administration (EIA) says 2026 will bring a record increase in utility-scale solar capacity. Over 40 GW is set to be added, marking a big jump from previous years.

US electricity generation 2026 by source solar EIA
Source: EIA

Big Tech’s Expanding PPA Playbook

Meta’s solar PPA with MN8 reflects a broader trend in corporate renewable procurement. Many large technology companies have signed long-term deals to secure clean electricity for their operations.

Beyond Meta, firms like Google, Amazon, and Microsoft also regularly enter into PPAs for new solar and wind projects. These companies made up almost half of all corporate clean energy deals in 2025, based on market analysis.

Long-term solar PPAs give companies a way to lock in clean power at predictable costs. They also help developers secure financing for new projects, since a contracted buyer reduces risk for lenders and investors.

These corporate procurement strategies go beyond purchasing renewable energy certificates (RECs). They involve direct contracts tied to specific solar or wind projects. This practice supports actual builds of new clean capacity rather than shifting existing output on paper.

The Next Wave of Data Center Decarbonization

The Meta–MN8 Energy solar agreement highlights a shift in how major tech companies meet their clean energy goals. Long-term PPAs like this one are becoming a key tool for corporate decarbonization.

Analysts believe major data center operators will keep growing their PPA portfolios. This is due to increased electricity demand and investor expectations for ESG. This trend could help accelerate the broader deployment of solar and wind generation across the U.S. power system.

As the landscape changes, data center operators and renewable developers may look into hybrid solutions, which could mix solar power with battery storage, microgrids, and demand response systems. This approach aims to provide reliable, low-carbon power all day long.

LEGO Expands Carbon Removal Portfolio with $2.8M Investment for Net-Zero Goals

The LEGO Group announced a new investment of DKK 18 million, or about $2.8 million, into carbon dioxide removal (CDR) projects. This funding adds to an earlier DKK 19 million, or about $2.6 million, commitment made in February 2025. These two amounts are separate. They support different groups of projects under LEGO’s expanding carbon removal portfolio.

LEGO has now invested about DKK 54 million, or $8–8.5 million, in carbon removal initiatives across eight projects. The company says these investments help it reach its goal of net-zero greenhouse gas emissions by 2050.

The toymaker emphasizes that it prioritizes cutting emissions within its own operations and supply chain first. It views carbon removal as a complementary tool for emissions that are difficult to eliminate.

Annette Stube, Chief Sustainability Officer at the LEGO Group, said:

“This purchase highlights our commitment to testing a broad range of credible pathways for nature and tech-based carbon removal. As the programme expands, it is helping to strengthen our understanding of different approaches and inform future decision-making on how carbon removal may complement our wider climate goals. While reducing emissions in our own operations remains our priority, this programme allows us to work with expert partners and contribute to solutions that may help scale effective climate action over time.”

Climate Experts Driving LEGO’s Carbon Removal

LEGO works with two specialist partners: Climate Impact Partners and ClimeFi.

Climate Impact Partners helps design and deliver nature-based carbon removal projects. ClimeFi focuses on engineered and technology-based removal solutions. These partnerships allow LEGO to support a mix of short-term and long-term carbon storage pathways.

The 2025 investment supports four projects, including biochar, enhanced rock weathering, and reforestation. The 2026 investment supports four additional projects. Together, they form a diversified carbon removal portfolio.

Nature-Based Carbon Removal: Forest Restoration in Mexico

One of the four new projects funded by the 2026 investment is a big reforestation effort in Quintana Roo State, Mexico. This project:

  • Restores more than 14,000 hectares of degraded tropical forests.
  • Includes native tree planting, species recovery, fire prevention, and community forest management.
  • Allocates over 20% of the budget to local job creation and income generation.
  • Bringing biodiversity benefits and supporting ecosystems for native wildlife.

This initiative is delivered through Climate Impact Partners in collaboration with Canopia Carbon. It adds to LEGO’s earlier help for reforestation in the Lower Mississippi Alluvial Valley (USA). These forest projects remove carbon dioxide from the atmosphere as trees grow and store it in biomass and soil.

Nature-based removal projects often provide co-benefits. These include biodiversity protection, watershed improvements, and community income. However, they can face risks such as fire or land-use change. Long-term monitoring and strong governance are, therefore, critical.

Lego carbon removal projects
Source: LEGO

Engineered Carbon Removal Technologies: From Biomass to Marine CDR

The other three 2026 projects involve emerging CDR technologies managed by ClimeFi:

  • Biomass Geological Storage: Uses slurry injection to store carbon-rich organic waste deep underground.
  • Mineralization: Transforms CO₂ into manufactured limestone using reactive waste materials that can serve as building inputs.
  • Marine Carbon Dioxide Removal: Enhances wastewater alkalinity to remove CO₂ and store it durably in ocean water.

LEGO invests in various pathways to gain hands-on experience with new solutions. These approaches have different durability profiles. This means they store CO₂ for different lengths of time and may also scale in various ways.

Engineered carbon removal often offers higher durability than many nature-based solutions. In some cases, storage can last hundreds to thousands of years. However, these technologies are still developing and can be expensive in the early stages.

LEGO chooses to try various pathways to understand costs, scalability, durability, and verification standards in the carbon removal market. It also aligns with its net-zero goals.

Net-Zero in Motion: LEGO’s Dual Approach to Emissions

The LEGO Group has committed to a net-zero greenhouse gas emissions target by 2050. This target covers its full value chain, including Scope 1, 2, and 3 emissions. LEGO’s near-term targets are validated by the Science Based Targets initiative (SBTi).

The toymaker has committed to reducing absolute Scope 1 and Scope 2 emissions by 37% by 2032 from a 2019 baseline. It also aims to reduce absolute Scope 3 emissions by 37% within the same timeframe. These targets align with limiting global warming to 1.5°C.

LEGO ghg emissions target
Source: LEGO

LEGO’s FY2024 Sustainability Statement says the company’s greenhouse gas emissions were around 1.7 million tonnes of CO₂ equivalent (tCO₂e).

While the statement does not yet include a full breakdown of emissions for that year, the most recent publicly disclosed data (for 2023) show that LEGO’s total emissions were about 1.82 million tCO₂ equivalent. In that year:

  • Scope 1 (direct emissions) were approximately 23,403 tCO₂e.
  • Scope 2 (purchased energy) was very low — effectively 1 tCO₂e when using market‑based accounting due to renewable energy matching.
  • Scope 3 (value chain emissions) accounted for about 1.80 million tCO₂e, representing roughly 99 % of total emissions.

The dominance of Scope 3 is consistent with LEGO’s industry profile:

Most emissions arise from materials, manufacturing by suppliers, transport, and end‑of‑life impacts, rather than from the company’s own direct operations. Scope 1 and 2 emissions accounted for roughly 1% of total emissions.

LEGO says it uses 100% renewable electricity for its operations. This comes from on-site solar panels and renewable energy certificates. The company first matched 100% of its electricity use with renewable energy generation in 2017.

In 2024, LEGO also reported progress in sustainable materials purchasing, which indirectly contributes to reduced emissions. About 47 % of the materials purchased to make LEGO elements were certified via mass balance principles. This translates to an estimated average of 33 % renewable sources in raw materials.

Half of all purchased materials were produced with sustainable sources. The same goes for its packaging materials, where 93% were from paper.

LEGO sustainable packaging
Source: LEGO

LEGO recognises that carbon removal projects are not a substitute for reducing emissions. They see CDR as a helpful tool. It targets emissions that are tough to fully eliminate.

Investing in both nature-based and technology-based removals allows the company to:

  • Understand emerging solutions.
  • Gain practical insight into quality, cost, and permanence.
  • Build relationships with expert partners.
  • Support broader climate goals beyond its own footprint.

LEGO’s climate disclosures stress that the company prioritizes operational cuts first. The company engages suppliers. It uses low-carbon materials and boosts energy efficiency. It also expands renewable energy in its value chain.

The company uses its CDR portfolio to guide future decisions, which helps scale effective climate action while focusing on reducing emissions. Their main goal is to achieve net zero by 2050.

Carbon Removal in Corporate Net-Zero Strategies

Carbon dioxide removal is becoming more important in corporate climate strategies. McKinsey & Company says that by mid-century, the world may need billions of tons of carbon removal each year to reach net-zero.

McKinsey estimates that the CDR market could grow to between $40 billion and $80 billion per year by 2030. By 2050, the market could reach $300 billion to $1.2 trillion annually if scaled to climate targets.

CDR credit demand annually 2030 McKinsey
Source: McKinsey & Company

Many climate models show that even aggressive emission cuts may leave 10% to 20% of emissions hard to eliminate. Carbon removal can help address these residual emissions.

Corporate demand plays a key role in building supply. Early buyers send price and volume signals that support project financing. Frontier and other groups have promised to spend hundreds of millions on future carbon removal credits. Members include major technology and consulting firms such as Google, McKinsey, and H&M Group.

Despite growth, current global carbon removal capacity remains far below what climate science suggests is needed. High-quality projects require strong measurement, reporting, and verification systems. Standards continue to evolve across voluntary carbon marke.

Learning and Leading: LEGO’s Early-Mover Advantage in CDR

LEGO’s total DKK 54 million commitment represents a learning strategy as much as a climate contribution. The company gains experience in evaluating project quality, permanence, and social impact. It also builds relationships in a fast-developing sector.

The company’s approach reflects a broader shift among multinational firms. Many now test different removal methods while continuing to reduce direct emissions. This dual strategy helps companies prepare for future regulatory frameworks and stakeholder expectations.

As the global carbon removal market expands, early investments like these help improve project standards, scale innovation, and attract more capital. The sector still faces cost and scalability challenges. But corporate participation provides one pathway to accelerate development.

LEGO’s CDR investments show a steady expansion of the company’s carbon removal portfolio. They also reveal how major consumer brands are integrating carbon removal into long-term climate strategies while continuing to prioritize emissions reduction.

Copper Prices Surge Above $13,000: Best Copper Stocks to Watch in 2026

Copper has re-entered the spotlight. Prices on the London Metal Exchange surged to a record $14,527.50 per metric ton on January 29 and continue to hover above $13,000. That rally did not happen by chance. Instead, it reflects a powerful mix of AI-driven demand, tight global supply, and rising geopolitical risk.

Today, copper sits at the center of the electrification and digital revolution. From AI data centers and electric vehicles to renewable power grids and defense systems, the red metal powers it all. As a result, investors, miners, and manufacturers are repositioning for what many now call a structural copper deficit.

LME copper prices
Source: LME

AI and Electrification Are Redefining Copper Demand

The global critical minerals market is entering a new phase. According to the International Energy Agency (IEA), the sector could grow two to three times by 2040. That expansion may require between $500 billion and $600 billion in new capital investment.

Electric vehicles need roughly four times more copper than traditional combustion cars. Wind turbines and solar farms require vast cabling networks. Meanwhile, grid upgrades demand heavy copper wiring to handle rising electricity loads.

AI-powered hyperscale data centers consume enormous amounts of copper for power distribution, cooling systems, and grounding infrastructure. A single large AI facility can require up to 50,000 metric tons of copper. That is three to four times more than a conventional data center.

J.P. Morgan estimates that copper demand from data centers alone could reach around 475,000 metric tons in 2026. That represents an annual increase of about 110,000 tons.

  • S&P Global study projects that global copper demand will grow from 28 million metric tons a year in 2025 to 42 million metric tons by 2040 – an increase of 50% above current levels.

copper demand AI

Major tech players are already securing supply. In January, Amazon Web Services signed a two-year agreement with Rio Tinto to purchase domestically produced copper from an Arizona mine. The deal marked one of the first direct links between low-carbon copper and AI infrastructure development.

Deficit or Surplus? Analysts Clash Over Copper’s Outlook

While demand accelerates, supply struggles to keep pace. Analysts now describe copper’s imbalance as structural rather than cyclical. J.P. Morgan projects a refined copper shortfall of roughly 330,000 metric tons in 2026.

Meanwhile, the International Copper Study Group (ICSG) expects the market to shift to a 150,000-ton deficit after previously forecasting a surplus of 209,000 tons.

copper supply
Source: ICSG

Even Goldman Sachs recently called copper the commodity with the highest growth potential this year, labeling it a “core target of the AI and electrification supercycle.” It projected that the copper market would record a surplus of around 160,000 metric tons this year. As a result, supply and demand are moving closer to balance. Given this outlook, the bank does not expect the global copper market to slip into a sustained shortage anytime soon.

copper supply
Source: Goldman Sachs

Mining projects face permitting delays, rising capital costs, and operational disruptions. Ore grades are declining at several mature mines. Political tensions in key producing regions have also added uncertainty.

For example, Freeport-McMoRan continues working to restore full operations at its massive Grasberg complex. The company expects production to ramp up in the second quarter of 2026, with about 85% of operations restored by the second half of the year. However, full recovery across all mining zones may not happen until 2027.

Freeport’s new smelter also remains on standby after a previous fire, though management expects concentrate intake to resume later in 2026. These challenges illustrate a broader trend: supply is not flexible enough to respond quickly to demand shocks.

US Inventories Surge, But Global Tightness Persists

Interestingly, the United States experienced a sharp rise in refined copper imports during 2025.

As per the latest reports, after the White House postponed its decision on tariffs, the price gap between U.S. copper traded on the CME and copper traded on the LME quickly narrowed. As a result, the trading opportunity disappeared for a short time. However, copper imports into the U.S. soon picked up again.

In December alone, nearly 200,000 metric tons entered the U.S. market. According to the World Bureau of Metal Statistics (WBMS), total U.S. refined copper imports reached 1.4 million tons in 2025. That marked a year-on-year increase of 730,000 tons.

Similarly, according to Benchmark, earlier in 2025, the price gap between U.S. and global copper prices rose to nearly $3,000 per ton. That large difference pulled huge volumes of copper into the country.

It estimates that more than 730 kt of copper is effectively “trapped” in the U.S. This surge created a sizeable inventory build inside the country.

Copper outlook

Yet, global supply remains tight. Much of the imported metal reflects precautionary stockpiling and strategic positioning rather than structural oversupply. Outside North America, deficits still loom large.

Therefore, while U.S. warehouses appear full, the broader market remains stretched.

Best Copper Stocks to Watch as the Deficit Deepens

With prices elevated and deficits emerging, mining companies are scaling up investments. Selective producers with strong balance sheets and operations in stable jurisdictions may benefit most if copper prices reaccelerate. In this global outlook, Canadian and allied-country producers enjoy added appeal.

For instance:

Teck Resources

The miner reiterated 2026 production guidance of between 455,000 and 530,000 tonnes. The company continues ramping up the Quebrada Blanca Phase 2 project in Chile, with peak capital spending nearing $2 billion. A proposed merger with Anglo American could create one of the world’s top five copper producers.

Hudbay Minerals

It reported record revenue and EBITDA in 2025. The company doubled its quarterly dividend and increased 2026 capital spending to support both sustaining operations and growth initiatives, including the Copper World project in Arizona.

Lundin Mining

Similarly, Lundin Mining delivered record revenue of $4.1 billion in 2025. Copper production reached over 331,000 tonnes at competitive cash costs. The company expects output to remain stable in 2026, while continuing to advance development projects across its portfolio.

Developers also see opportunity. Capstone Copper projects 2026 production between 200,000 and 230,000 tonnes. It plans significant sustaining and exploration investments to strengthen long-term growth. In addition, North American manufacturers are expanding. Revere Copper Products secured a $207.5 million credit facility in January to fund capacity expansion tied to electrification and data center demand.

So it’s clearly the industry is preparing for sustained strength.

Can Prices Stay Above $13,000?

The key question now is sustainability. A Reuters poll of 31 analysts published January 29 placed the median 2026 copper price forecast at $11,975 per ton. That figure sits well below recent peaks, yet it represents the highest consensus forecast ever recorded.

In other words, even cautious analysts expect historically strong pricing.

In conclusion, copper’s surge above $14,000 per ton signals more than a short-term rally. It reflects a big structural change. AI data centers, electrification, and energy transition projects are rewriting demand projections. At the same time, supply growth struggles under operational, political, and financial constraints.

Although price volatility will likely persist, the broader setup remains supportive. Producers with low costs, strong balance sheets, and exposure to stable jurisdictions may offer strategic advantages in this new cycle.

In many ways, copper has become the backbone of the AI and clean energy economy. And if current trends continue, the red metal’s supercycle may only be getting started.

READ MORE: 

Adani’s $100 Billion Renewable AI Power Play: Can India Lead the Data Center Revolution?

India is stepping into the global AI race with bold ambition. The Adani Group has unveiled a massive USD 100 billion plan to build renewable-powered, AI-ready hyperscale data centers by 2035. The strategy goes beyond digital infrastructure. Instead, it combines clean energy, advanced computing, and sovereign control into one integrated national platform.

If delivered as planned, this initiative could reshape India’s role in the global AI economy.

A $250 Billion Renewable-Backed AI Ecosystem Taking Shape

First and foremost, the scale of investment stands out. Adani’s direct $100 billion commitment is expected to catalyze another $150 billion across server manufacturing, advanced electrical systems, sovereign cloud platforms, and related industries. As a result, India could see the creation of a $250 billion AI infrastructure ecosystem over the next decade.

Currently, India’s data center capacity stood at 1,263 MW last year. However, projections suggest this could exceed 4,500 MW by 2030, backed by up to $25 billion in investments. At present, nearly 80% of capacity is concentrated in three metro cities. Therefore, policymakers are now pushing for more balanced regional expansion.

india data center capacity
Data Source: Colliers

This broader vision aligns closely with AdaniConnex’s roadmap. The company plans to expand its existing 2 GW national footprint toward a 5 GW target. Consequently, India could emerge as one of the world’s largest integrated renewable-powered AI data center platforms.

Importantly, strategic partnerships are already in motion. The Group is working with Google to build a gigawatt-scale AI data center campus in Visakhapatnam. At the same time, it is collaborating with Microsoft on major campuses in Hyderabad and Pune.

In addition, discussions with Flipkart aim to develop a second AI-focused facility tailored for high-performance digital commerce and large-scale AI workloads. Together, these alliances strengthen India’s ambition to become a serious AI infrastructure hub.

Integrating Renewable Energy and Hyperscale Compute

Unlike traditional data center projects, this 5 GW rollout integrates renewable power generation, transmission networks, storage systems, and hyperscale AI computing within a single coordinated architecture. In other words, energy and compute capacity will expand together, not separately.

adani renewables
Source: Adani
  • This approach matters because AI workloads are becoming increasingly energy-intensive. Modern AI racks often draw 30 kW or more per unit.
  • Therefore, high-density compute clusters require advanced liquid cooling systems and efficient power designs to maintain uptime and reduce waste.

At the same time, data sovereignty remains a priority. Dedicated compute capacity will support Indian large language models and national data initiatives. As a result, sensitive data can remain within the country while still benefiting from global-scale infrastructure.

Reliable transmission networks and resilient grids will underpin the system. By aligning generation, storage, and processing, the platform aims to ensure stability even at hyperscale.

Leveraging India’s Renewable Advantage

AI growth is directly tied to energy access. Globally, the surge in AI adoption has triggered concerns about rising electricity demand and carbon emissions. According to the IEA, 83 percent of India’s power sector investment in 2024 went to clean energy.

Adani plans to anchor its AI expansion on renewable energy. A key pillar is the 30 GW Khavda renewable project in Gujarat, where more than 10 GW is already operational. Moreover, the Group has pledged another $55 billion to expand its renewable portfolio, including one of the world’s largest battery energy storage systems.

india renewable

Battery storage will help manage peak loads and smooth intermittent renewable supply. Consequently, hyperscale AI campuses can operate reliably without heavy reliance on fossil fuels.

In addition, cable landing stations at Adani-operated ports will enhance global connectivity. These links will support low-latency data flows between India and major regions across the Americas, Europe, Africa, and Asia. Thus, India’s AI infrastructure will remain globally integrated while being powered by domestic renewable energy.

Building Domestic Supply Chains and Digital Sovereignty

Another critical element of the strategy focuses on reducing supply-chain risks. Global disruptions have exposed vulnerabilities in sourcing transformers, power electronics, and grid systems. Therefore, Adani plans to co-invest in domestic manufacturing partnerships to produce high-capacity transformers, advanced power electronics, inverters, and industrial thermal management solutions within India.

This step not only lowers external dependence but also strengthens India’s industrial base. Over time, the country could evolve from being a data hub into a producer and exporter of next-generation AI infrastructure.

Furthermore, the Group intends to integrate agentic AI across its logistics, ports, and industrial corridors. By doing so, it connects digital intelligence with physical infrastructure. This alignment supports national infrastructure programs while modernizing heavy industries through secure automation.

Expanding Access to High-Performance Compute

Beyond infrastructure scale, accessibility is equally important. India’s AI startups and research institutions often face compute shortages. Therefore, Adani plans to reserve a portion of GPU capacity for domestic innovators.

This move could significantly reduce entry barriers for startups and deep-tech entrepreneurs. As a result, innovation may accelerate across sectors such as healthcare, logistics, climate modeling, and advanced manufacturing.

The strategy also aligns with India’s five-layer AI framework—applications, models, chips, energy, and data centers. By participating across these layers, the Group strengthens the entire AI stack.

In parallel, partnerships with academic institutions will establish AI infrastructure engineering programs and applied research labs. A national fellowship initiative will further address the country’s growing AI skills gap.

India’s AI Data Center Market Gains Massive Momentum

Meanwhile, market fundamentals remain strong. According to Mordor Intelligence, India’s AI-optimized data center market is valued at $1.19 billion in 2025 and could reach $3.10 billion by 2030, growing at over 21% annually.

india data center AI
Source: Modor Intelligence

Several factors are driving this acceleration. Data localization requirements are tightening. Enterprises increasingly treat sovereign data processing as a strategic necessity rather than a cost burden. Moreover, energy-efficient AI hardware and hyperscale cloud expansions are fueling capital expenditure.

The Mumbai–Bangalore corridor has emerged as a key AI backbone due to its fiber density, cloud presence, and renewable energy agreements. Major hyperscalers have expanded aggressively, creating spillover demand for colocation providers and secondary cities.

Taken together, Adani’s $100 billion renewable-powered AI platform represents one of the most ambitious integrated energy-and-compute commitments ever announced at a national scale.

Importantly, this is about aligning renewable energy, grid resilience, hyperscale compute, domestic manufacturing, and digital sovereignty into a single long-term strategy. It would reduce India’s compute scarcity, accelerate clean energy deployment, and secure a leadership role in the global Intelligence Revolution.

Carbon Markets Deliver First Results: Climate Policies Cut 3.1 Gigatons, First Paris Credits Issued by UN

Two fresh developments put carbon policy and carbon credits back in the spotlight. First, a new peer-reviewed study in Nature Communications estimates that national climate policy packages reduced real-world emissions substantially in 2022. Second, the UN carbon market approved the first-ever issuance of credits under the Paris Agreement.

Both stories focus on one core issue. Countries need to cut emissions fast, and they need tools they can trust. Policy rules can push change inside national borders. Carbon credits can help move money to projects that cut emissions on the ground. The hard part is proving results and avoiding double-counting.

What the New Study Measured: Inside the 3,917-Policy Climate Dataset

The Nature Communications study looks at national “policy portfolios.” That means many climate policies work together, not one rule at a time. The authors used the International Energy Agency (IEA) Policies and Measures Database and built a dataset of 3,917 climate policies from 2000 to 2022. They studied 43 countries, covering OECD members plus major emerging economies in the BRIICS group.

The study links larger and stronger policy portfolios with faster declines in fossil CO₂ emission intensity. Emission intensity means CO₂ per unit of economic output.

The paper also finds that policy results improve when countries pair policies with clear long-term targets and supportive institutions. The authors point to factors like national emissions reduction targets and dedicated energy or climate ministries.

The study’s most cited figure is its estimate of “avoided emissions.” The authors compare observed emissions to a counterfactual case where those policy portfolios did not exist.

  • Across the full 43-country sample, they estimate 27.5 GtCO₂ avoided over 2000–2022, and 3.1 GtCO₂ avoided in 2022 alone.

How Big is 3.1 Gigatons?

A reduction of 3.1 GtCO₂ in 2022 is large. It equals 3.1 billion tonnes of CO₂ in one year, compared with the study’s no-policy scenario. In comparison, the International Energy Agency reports that global energy-related CO₂ emissions reached over 36.8 Gt in 2022.

If you put those two numbers side by side, 3.1 Gt is roughly a single-digit share of global energy-related emissions in that year.

That comparison is not perfect because the study focuses on a 43-country sample and uses a specific method. Still, it gives a sense of scale. Climate policies can measurably reduce emissions, but the world still emits tens of gigatons each year.

The study also highlights that results vary by country group. For the BRIICS subset, it estimates 14.6 GtCO₂ avoided over 2000–2022, and 1.8 GtCO₂ avoided in 2022. This suggests emerging economies play a major role in the total, because their emissions are large and still changing fast.

climate policies cut emissions 2022
Notes: Upper panel [a] shows median (blue line) and extreme values (blue band) of climate policy accumulation and median (red line) and extreme values (red band) of fossil CO2 emission intensity over 2000–2022 for three country groups (OECD countries in the EU, non-EU OECD countries, and BRIICS). Lower panel [b] maps cumulative numbers of climate policies in 2022, with hatching for countries selected for policy vignettes (see text for details). Source: https://doi.org/10.1038/s41467-026-68577-z

Article 6.4 Moves From Blueprint to First Issuance

On 26 February 2026, the UNFCCC announced that a UN body approved the first credits to be issued under the UN carbon market created by the Paris Agreement. The approval covers a clean-cooking project in Myanmar that distributes efficient cookstoves. UNFCCC says the stoves reduce harmful household air pollution and reduce pressure on local forests.

This matters because Article 6.4 is meant to be the Paris Agreement’s centralized crediting system. It aims to generate “Article 6.4 Emission Reductions,” which countries can use to cooperate on meeting climate targets. The UNFCCC release frames this first approval as a shift from designing the market to operating it in the real world.

article 6.4 PACM
Source: UNFCCC

The release also includes details about how the credits will be used. It says the project is coordinated with authorized participants from the Republic of Korea.

Credits authorized for use in Korea can be transferred to Korean entities for use in the Korean Emissions Trading System. They can also support Korea’s climate target. UNFCCC says the remaining credits will support Myanmar’s own target.

The UN body also explains how it handled integrity concerns around older systems. It says the project previously received a provisional issuance under the Kyoto Protocol’s Clean Development Mechanism (CDM).

Under the Paris mechanism, the UN applied updated values and more conservative calculations. The Supervisory Body Chair, Mkhuthazi Steleki, said the credited reductions are about 40% lower than what older systems would have issued. He specifically noted:

“This initial issuance reflects the careful application of the rules set by countries under the Paris Agreement. By applying updated values and more conservative calculations, the credited reductions are about 40 percent lower than what older systems would have issued. The result is consistent with environmental integrity requirements and ensures that each credited tonne genuinely represents a tonne reduced and contributes to the goals of the Paris Agreement.”

The Paris Agreement diagram
Source: UNFCCC

UNFCCC notes that a short process step remains. Approval stays subject to a 14-day appeal period, during which project participants, the host country, and directly affected stakeholders can submit an appeal.

Policy Impact Meets Carbon Market Integrity

The Nature study and the UN issuance story connect in a simple way. The study focuses on what national policies can achieve at scale. The UN story focuses on how the world may credit and trade smaller project-level emission cuts under shared rules. Both depend on measurement and accounting.

  • The Nature study tries to answer this question: Do policies, as a package, actually reduce emissions? It uses a cross-country econometric approach and estimates a 2022 “avoided emissions” value from those national portfolios.
  • The UN carbon market tries to answer another question: Do project credits represent real reductions, and can countries use them without counting the same reduction twice? In the first issuance decision, UNFCCC emphasizes stronger safeguards and more conservative calculations compared with older crediting rules.

This matters for buyers and for governments. If credits overstate results, buyers may claim progress without a real climate impact. If countries double-count, global totals look better on paper than they are in the atmosphere. The UNFCCC framing of “about 40% lower than older systems” shows it wants to build credibility early.

Scale, Transparency, and the Real Test for Carbon Markets

The near-term question is scale. One issuance is symbolic, but global carbon markets and national plans need volume and variety.

UNFCCC says more than 165 host-Party-approved projects are in the pipeline to transition from the CDM into the new Paris Agreement Crediting Mechanism. It also says these activities span sectors such as waste management, energy, industry, and agriculture. That pipeline suggests more issuances could follow if projects meet updated standards.

At the same time, the Nature study suggests that national policy portfolios already avoid gigatons of emissions, but not enough to meet Paris goals on their own. That creates a practical lesson for carbon markets.

Carbon credits work best when they complement strong domestic policies, not replace them. Countries still need power-sector rules, efficiency standards, clean-industry support, and enforcement.

In 2026, three measurable signals will shape progress. More Article 6.4 issuances are expected to follow after appeals and reviews are completed. Host countries and buyer countries will need to maintain clear records on where credits go and how they are used. National policy packages must also continue to expand in ways that deliver real emission reductions, not just targets on paper.