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Google Reveals the Environmental Cost of Gemini AI Query

Google has released new data showing the energy, carbon, and water use linked to its Gemini AI system. The report is one of the most detailed disclosures from a major tech company about the environmental footprint of artificial intelligence.

The numbers per query seem small, but the rise of AI worldwide makes these findings crucial. They help us grasp the larger sustainability challenge. Let’s examine Google’s report findings

From Queries to Carbon: Measuring AI’s True Cost

Artificial intelligence systems require powerful data centers to process user prompts. These data centers run on large amounts of electricity and water for cooling. To provide more transparency, Google calculated the average environmental cost of a single Gemini AI text query.

The company reported that one prompt:

  • Uses about 0.24 watt-hours of electricity (similar to watching TV for less than nine seconds)
  • Produces about 0.03 grams of CO₂ equivalent (CO₂e)
  • Consumes about 0.26 milliliters of water (roughly five drops)

Google looked at the energy used to run AI and also considered the electricity used when the system is idle. Additionally, it factored in the extra infrastructure that supports data centers. 

The chart below shows how much energy different AI models use for each prompt. The results come from two types of data: estimates (gray) and direct measurements (black, red, and blue).

Google Gemini AI footprint
Note: Energy per prompt results for large production AI models plotted against LMArena score. Source: Google

It also shows that results can vary a lot depending on how the energy use is measured. For example, the model Llama 3.1 (70B) was found to handle anywhere from about 580 prompts to 3,600 prompts per kilowatt-hour, depending on the method used.

By comparison, Google’s Gemini Apps prompts had a narrower and more consistent range of results. By releasing these figures, the company hopes to create a standard way of reporting AI’s environmental impact.

Smarter, Faster—But Still Energy Hungry

Google reported that Gemini has become much more efficient compared to earlier versions. On a per-query basis, the AI now uses about 33 times less energy than it did a year ago. This improvement comes from advances in hardware, optimized algorithms, and better data center operations.

Google Gemini AI carbon emissions
Source: Google

However, efficiency gains do not necessarily mean lower overall emissions. The demand for AI services is growing rapidly, leading to more total queries. As a result, even though each prompt is cheaper in energy terms, the combined usage continues to increase.

This trend is an example of the “Jevons paradox,” where greater efficiency can lead to higher total consumption when demand rises quickly. Google’s own environmental report shows this effect. The company’s total greenhouse gas emissions have risen 51% since 2019, with AI being a key driver.

Google carbon emissions 2024
Source: Google

Data Centers and Their Rising Power Needs

Google’s data centers are at the heart of AI operations. In 2024, these facilities consumed 30.8 million megawatt-hours of electricity, more than double the amount in 2020. This sharp rise highlights the scale of resources required to support AI growth.

At the same time, Google has made efforts to reduce the climate impact of its facilities. Even as electricity demand increased by 27%, the company cut its direct data center emissions by 12%. This was achieved through clean energy contracts, efficiency upgrades, and improved cooling technologies.

Google carbon reduction levers
Source: Google

Google has made deals with utilities in Indiana and Tennessee. These agreements enable Google to lower data center power use when grid demand is high. This strategy, known as demand response, helps prevent blackouts and lowers stress on local power systems.

Beyond Wind and Solar: Google’s Nuclear Bet

While renewable energy remains central to Google’s strategy, the company is also exploring new approaches to meet the constant power needs of AI. Key actions include:

  • Advanced nuclear power: The company partners with Kairos Power and the Tennessee Valley Authority. This will support molten salt nuclear reactors. They can deliver reliable, low-carbon energy.
  • Demand-response agreements: Reducing electricity use during peak times in states like Indiana and Tennessee to ease grid strain.
  • Expanded clean energy contracts: Securing renewable sources to match rising data center demand.

These steps show that Google is pursuing a mix of solutions beyond traditional renewables. Nuclear power, in particular, is seen as a stable complement to solar and wind for 24/7 operations.

Transparency or Greenwashing? The Debate Over Metrics

Google’s decision to share detailed per-query metrics has been praised as a step toward industry-wide accountability. Few tech companies have provided such clear data. This transparency helps policymakers, researchers, and the public see the real costs of AI.

At the same time, experts have raised concerns about what the report leaves out. Some argue that Google’s calculations do not fully account for indirect emissions or the impact of where electricity is sourced. Others note that per-query figures, while helpful, may downplay the large-scale effects of billions of queries worldwide.

The contrast between small individual costs and large overall emissions illustrates the complexity of the issue. It shows why companies need efficient technology and broad strategies. They have to manage total demand and align with climate targets.

Can AI Innovation Outpace Emissions?

Google’s disclosure highlights the balancing act facing the entire AI industry. On one hand, new technology can drive efficiency, reduce per-query energy use, and open pathways to sustainable power. On the other hand, the sheer scale of AI adoption risks outpacing these improvements.

For AI to grow in a sustainable way, companies will need to combine efficiency gains with renewable energy, nuclear solutions, and smarter grid management. Transparency will also play a central role in building trust and creating common standards across the sector.

As more companies adopt AI and integrate it into daily life, the question of energy and carbon costs will become even more urgent. Google’s report is an early attempt to measure and address this challenge.

Whether the industry can keep total emissions in check while meeting growing demand will shape the future relationship between AI and the environment.

Google’s new data provides a clearer picture of what it takes to run AI systems like Gemini. One prompt uses just a few drops of water and a tiny bit of carbon. But when billions of people interact, the environmental impact grows massively.

By being transparent about these numbers, Google has set a benchmark for the industry. The next challenge will be to turn these insights into broader changes that ensure AI grows without driving emissions sharply higher. The path forward will require innovation, investment, and cooperation across the technology and energy sectors.

The post Google Reveals the Environmental Cost of Gemini AI Query appeared first on Carbon Credits.

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SBTi Net-Zero Standard V2: What the Revision Means for Every Business

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The Science Based Targets initiative (SBTi) just rolled out a major revision to its Net-Zero Standard, Version 2.0. It changes how companies set climate targets, how much room they actually have to hit those targets, and how carbon credits fit into a credible net-zero strategy. Below, we break down what’s changing, when it takes effect, and why it matters even if your business isn’t formally an SBTi participant.

Key takeaways

  • SBTi is the default reference point for corporate climate action: 51% of Fortune Global 500 companies now hold net-zero targets, up from 8% in 2020, and over 11,000 organizations worldwide have SBTi-validated targets.
  • Net Zero Standard V2 redefines climate leadership as reducing emissions and mitigating ongoing emissions, not reduction alone.
  • The new standard adds flexibility through five-year cycles, a “best efforts” standard, and an Asset Transition Method for companies whose path to net-zero doesn’t fit a straight-line trajectory.
  • Voluntary carbon credits are formally recognized for the first time, with reduction and removal credits accepted from 2027, and removals required from 2035.
  • Companies with 2030 targets keep using V1 for their current cycle and move to V2 in 2028; companies without targets can start using V2 on February 1, 2027.

Why every business needs to understand the SBTi Net-Zero Standard revision

The Science Based Targets initiative (SBTi) has become the default reference point for credible corporate climate action. Net-zero targets are now held by 51% of Fortune Global 500 (FG500) companies, up dramatically from just 8% in 2020, and more than 11,000 organizations worldwide have set SBTi-validated targets.

However, SBTi’s influence extends well beyond the companies formally participating in the program. Every business in the value chain of an SBTi participant will have to reduce its own carbon emissions, and businesses that aren’t SBTi participants themselves still look to the program for guidance on climate action.

In short, SBTi gives every business a credible blueprint for climate action, and companies that follow its principles can pursue climate action with confidence, whether or not they’re formally part of the program.

How will the Net Zero Standard revision affect business climate action?

SBTi participation is expected to grow. Despite strong target-setting participation among the F500, only 17% of companies use the SBTi Net Zero Standard V1 beyond target setting, largely because its rules have been seen as too rigid to apply in practice. Much of the Net Zero Standard revision has focused on creating more flexibility to enable higher participation. Medium and small businesses will also increasingly feel pressure for climate action, since SBTi mandates that its participants reduce carbon emissions across their value chains.

Net Zero Standard V2 also redefines climate leadership: leading climate action now means reducing emissions and mitigating ongoing emissions. Reducing your own emissions while ignoring the emissions you continue to release along the way is no longer considered leadership. Supporting voluntary carbon projects with high-integrity carbon credits is now backed by the leading authority on corporate climate action.

What lessons shaped the Net Zero Standard V2 revision?

The revision reflects a few learnings about what actually drives climate progress, and how SBTi built those lessons into the new standard.

Net Zero Standard V1 Learnings Net Zero Standard V2 Implementation
Making real short-term progress is more important and more difficult than making big long-term promises Focus on short-term climate progress
Every company has a different path to net zero that doesn’t always fit generalized net-zero rules Create asset transition plans based on each company’s unique asset lifecycles and capital planning
We need to mitigate our ongoing emissions to keep global carbon emissions in check Reduce global carbon emissions by financing voluntary carbon projects with high-integrity carbon credits

What are the key changes between the old and new Net Zero Standard?

Both versions of the standard are grounded in net-zero by 2050. However, the old standard treated climate leadership as simply reducing emissions, expected a long-term commitment to net zero, based emission reduction targets on generalized net-zero goals, revoked status from companies that fell behind on targets, and ignored voluntary carbon projects entirely.

The new standard treats climate leadership as reducing emissions and mitigating ongoing emissions. It shifts the focus to short-term progress through five-year cycles, and it bases emission reduction targets on both the net-zero goal and a company’s own asset decarbonization plan. A new Asset Transition Method lets companies set decarbonization targets through asset plans with committed, verifiable steps; an ambitious but achievable path based on a company’s starting point, financial resources, and technology, with multiple pathways to reflect the unique opportunities and constraints of different industries and companies.

Crucially, the new standard moves to a “best efforts” basis that creates real flexibility on progress against targets. Businesses that miss their targets can keep their status if they’ve used “every lever” within their control, and minimum progress rules will be set out in the SBTi Assurance Manual.

Finally, the new standard formally uses voluntary carbon projects to mitigate ongoing emissions. From 2027 through 2034, this mitigation is recognized, and both carbon reduction and removal credits are accepted. From 2035 forward, mitigation with carbon removal credits becomes required, with durability matching between the removal and the emission it offsets.

Old Net Zero Standard New Net Zero Standard
Grounded in net-zero by 2050 Grounded in net-zero by 2050
Climate leadership is reducing emissions Climate leadership is reducing emissions and mitigating ongoing emissions
Make a long-term commitment to net-zero Focus on short-term progress in 5-year cycles
Emission reduction targets are based on net-zero goal
  • Emission reduction targets are based on net-zero goal and asset decarbonization plan
  • Adds SBTi’s Asset Transition Method
  • Decarbonization targets are set through asset plans with committed, verifiable steps
  • Ambitious but achievable path based on starting point, financial resources, technology
  • Multiple pathways for unique opportunities and constraints of industries and companies
Businesses who fall behind targets lose status
  • “Best efforts” basis creates flexibility on progress to targets
  • Businesses that miss targets can keep status if they used “every lever” in their control
  • Minimum progress rules will be provided in the SBTi Assurance Manual
Ignores voluntary carbon projects
  • Uses voluntary carbon projects to mitigate ongoing emissions
  • 2027–2034: Mitigation is recognized. Carbon reduction and removal credits are accepted.
  • 2035 forward: Mitigation with carbon removal credits is required, with durability matching.

When does the new Net Zero Standard take effect?

Companies with existing 2030 targets should continue using the old Net Zero Standard for their current cycle, and start using the new Net Zero Standard in 2028 to set targets for the next cycle (2030–2035).

Companies that don’t yet have targets can use the new Net Zero Standard starting February 1, 2027.

What are SBTi’s Category A and Category B companies?

The new Net Zero Standard splits companies into two categories, with different requirements attached to each.

Category A covers large companies from all countries and medium-sized companies from high-income countries. A company from any country qualifies if it meets at least one of: net turnover of €450 million or more, or 1,000 or more full-time employees. A company from a high-income country qualifies if its Scope 1 and 2 emissions are 10,000 tCO2e or more, or if it meets at least two of: balance sheet of €25 million or more, net turnover of €50 million or more, or 250 or more full-time employees.

Category B covers small companies from all countries and medium-sized companies from lower-income countries.

How do Scope 1 targets work under Net Zero Standard V2?

Scope 1 targets aim to transition companies to net-zero direct emissions by 2050 or sooner, and companies can choose from three approaches.

  1. Absolute emissions reduction follows a straight-line emissions trajectory from the target base year to the net-zero year.
  2. Emissions intensity reduction lets companies follow sector-specific pathways designed to reflect the reduction opportunities available in sectors like steel, cement, or chemicals.
  3. Asset transition is designed for companies whose capital stock turnover doesn’t follow a linear or sector pathway. These companies design a transition plan to operate existing assets efficiently and replace them with low-carbon assets, using predetermined milestones.

How do Scope 2 targets work under Net Zero Standard V2?

Scope 2 targets address emissions from purchased electricity through three pathways:

  1. Reducing electricity consumption,
  2. Reducing grid consumption by installing onsite or direct-line offsite clean energy generation, and
  3. Cleaning up the regional grid using market-based tools like PPAs, RECs, and GOs that drive clean energy development.

V2 introduces a dual Scope 2 framework requiring two separate targets, with an overall goal of 100% low-carbon electricity by 2040.

The location-based target addresses the carbon intensity of a company’s physical power use, and requires companies to show that their grid consumption is falling and/or that their physical grid use is getting cleaner; in other words, that their market-based solutions are actually making the grid cleaner.

The market-based (or zero-carbon electricity) target tracks a company’s use of low-carbon power generation contracts and Energy Attribute Certificates. It requires geographical matching of these certificates with electricity consumption based on deliverability regions (grid regions); annual matching is allowed, though hourly matching is encouraged. Category A companies with large electricity loads must report the percentage of their Scope 2 electricity consumption matched with low-carbon attributes on an hourly basis, and there’s an optional recognition framework for companies that meet hourly matching thresholds.

How do Scope 3 targets work under Net Zero Standard V2?

Scope 3 targets share the same 2050-or-sooner net-zero goal, but companies set near-term targets only for material emissions sources in their value chain and areas where they have real influence. Long-term Scope 3 targets are generally not required.

Limited, justified exclusions are allowed for near-term targets, including categories that individually account for less than 5% of total Scope 3 emissions, and activities where a company lacks practical influence, like leased assets it doesn’t operationally control, or the processing of sold products. Optional exclusions are also available in specific categories.

Companies can choose from three approaches to near-term Scope 3 targets:

  1. An overarching emissions reduction target, which follows a linear contraction of emissions from the base year to residual emissions of 10% or less by 2050 or sooner;
  2. An overarching supplier/customer alignment target, benchmarked against a growing share of tier 1 suppliers and customers reaching net-zero by 2050 or sooner; or
  3. A category- or activity-specific target, tailored for companies with concentrated emissions in particular Scope 3 categories or high-emitting activities.

What is “ongoing emissions mitigation” under the new SBTi standard?

This is one of the most significant additions in Net Zero Standard V2. Accelerated climate contributions are needed to help the world achieve climate objectives, limit temperature overshoot, mitigate transition risks, and support the scale-up of climate solutions, and V2 formally recognizes that. Ongoing emissions mitigation runs as a parallel track to companies also reducing their own emissions.

The framework is initially voluntary, with recognition available at three contribution levels to encourage early action.

  1. Engaged companies address more than 1% of total Scope 1, 2, and 3 emissions.
  2. Advanced companies address more than 10% of total Scope 1, 2, and 3 emissions, including 100% of Scope 1 and 2 emissions.
  3. Leadership companies address 100% of total Scope 1, 2, and 3 emissions with a contribution budget of $80/tCO2e.

Carbon credits used for this purpose have to meet certain quality standards. They must be ex-post (issued after the mitigation has actually occurred), independently third-party-assured, emissions reductions or removals, measured in tCO2e, that occur within five years prior to the reporting year. They must be sourced from outside the company’s own value chain. Further minimum criteria will be set to align with high-integrity frameworks, with additional details on the recognition program expected in the second half of 2026.

Starting in 2035, carbon removals become mandatory for Category A companies. From that point, the carbon removal coverage requirement rises linearly from 1% of Scope 1–3 emissions to 100% by a company’s net-zero year. Within that, 10% of long-lived GHG emissions must specifically be covered by durable removals, also rising linearly to 100% by the net-zero year.

How must companies neutralize residual emissions?

At a company’s net-zero target year and thereafter, it must reduce its Scope 1, 2, and 3 emissions to zero or to residual levels, and neutralize all residual emissions using eligible carbon removals. Those removals have to meet two conditions: they must occur within the same reporting period as the residual emissions they’re neutralizing, and long-lived GHGs must be neutralized with long-lived removals, matching the durability of the removal to the atmospheric lifetime of the emission being addressed.

What is the SBTi implementation hierarchy?

Net Zero Standard V2 also lays out how companies should prioritize their actions for credible target delivery, in three tiers.

  1. Direct actions, at the activity level, are actions that reduce emissions at the source within a company’s own operations and value chain; things like efficiency improvements, fuel switching, and engaging suppliers and customers to reduce their emissions.
  2. Actions within shared systems, or activity pools that reduce the emissions of shared systems like electricity or gas grids. This includes market instruments that convey low-carbon attributes, such as PPAs, RECs, and GOs, all of which must meet minimum integrity criteria that SBTi will elaborate on in future guidance.
  3. Sector-level actions relate to the same type of activity occurring in a relevant geography or system, in a way that meaningfully reduces the emissions a company is responsible for.

How Terrapass helps businesses meet the new SBTi standard

As the rules around carbon credits become more rigorous, the quality of the credits behind them matters more than ever. Terrapass has expanded our global network of carbon projects: more project types, locations, prices, ICVCM CCPs, and UN SDGs, spanning super-pollutant destruction, nature-based solutions, and durable removals. We offer Green-e® Climate Certification and we only source from third-party-verified projects on ICVCM-Eligible registries.

We also help clients with impact beyond carbon: EACs, RECs, and GOs including Green-e® Certified credits that support leading renewable energy projects; water credits that support water restoration projects; and custom environmental product needs like RNG and SAF. Wherever your organization is on its sustainability journey, we help clients around the world address climate risk, advance their environmental and social goals, and get the most out of their sustainability budgets.

FAQ: SBTi Net-Zero Standard revision

What is the SBTi Net-Zero Standard?

It’s the framework the Science Based Targets initiative publishes for companies that want validated, credible net-zero targets tied to limiting global warming.

What is changing in the SBTi Net Zero Standard V2 revision?

The biggest changes are more flexibility (five-year cycles and a “best efforts” standard), a new Asset Transition Method for companies whose emissions don’t follow a straight-line path, and formal recognition of voluntary carbon credits for mitigating ongoing emissions.

When do companies need to switch to the new SBTi standard?

If your company already has 2030 targets, you keep using V1 for your current cycle and move to V2 in 2028. If you don’t have targets yet, you can start using V2 as of February 1, 2027.

Can companies use carbon credits to meet SBTi targets?

They can. Under V2, high-integrity carbon reduction and removal credits count toward mitigating ongoing emissions from 2027 through 2034. Starting in 2035, only removal credits count, and they need to be durability-matched to the emissions they offset.

What’s the difference between Category A and Category B companies under SBTi?

Category A is large companies everywhere plus medium-sized companies in high-income countries, based on thresholds like revenue, headcount, or emissions. Category B is small companies everywhere and medium-sized companies in lower-income countries.

What happens if a company misses its SBTi target?

Under the old standard, falling behind could cost a company its SBTi status. Under V2’s “best efforts” approach, a company can hold onto its status as long as it’s used every lever within its control, with minimum progress rules coming in the SBTi Assurance Manual.

Sources: This post is based on Terrapass’s internal analysis of the SBTi Corporate Net-Zero Standard V2.0. Facts and figures were checked against SBTi’s official V2.0 announcement, SBTi’s Corporate Net-Zero Standard V2.0 — Chapter 6: Ongoing Emissions Responsibility, Trellis’s coverage of the standard, Trellis’s reporting on Ongoing Emissions Recognition costs, Sylvera’s analysis of what comes next, Anthesis Group’s Fortune 500 net-zero commitments research, and Climate Impact Partners’ seventh annual FG500 analysis, as reported by CarbonUnits.com.

The post SBTi Net-Zero Standard V2: What the Revision Means for Every Business appeared first on Terrapass.

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How to improve Scope 3 data accuracy for CSRD

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For most businesses, the emissions that matter most sit outside their own walls. Scope 3 emissions, everything generated across your value chain, from the suppliers who make your inputs to the customers who use your products, typically make up the majority of a company’s total carbon footprint. Under the Corporate Sustainability Reporting Directive (CSRD), those value-chain emissions now have to be measured and disclosed with a rigour that spend-based estimates alone struggle to satisfy. This guide sets out how to improve Scope 3 data accuracy for CSRD: the calculation methods open to you, how to move from estimates to verified supplier data, and how to govern that data so it holds up to audit.

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How community stewardship makes carbon credits durable

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A carbon credit is a commitment that extends well into the future. The tonne of CO₂ compensated for today from a nature-based carbon project must remain out of the atmosphere for good, which means the forest behind the credit has to remain standing long after the transaction is complete. For any buyer, this raises a defining question: What ensures that the forest endures?

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