SAP isn’t the only enterprise software company with an official artificial intelligence ethics policy, but it’s one of the few that have included explicit criteria covering environmental considerations.

Amazon, Google and Microsoft have all published AI ethics policies, but none of them include criteria for greenhouse gas (GHG) emissions despite their ambitious clean energy and emissions reduction strategies. Salesforce, like SAP, made environmental concerns part of a policy it first published in 2024, and IBM also includes them as part of its responsible technology governance.   

SAP was the first European technology company to form an AI advisory council in 2018: It published its first ethics guidelines three years later. The policy has been updated two times, most recently in June 2026.

The principles call for SAP employees to consider the company’s broader sustainability comments related to electricity use, water consumption and greenhouse gas (GHG) emissions before committing to adding AI into a product or service. AI should only be deployed “where it is relevant and delivers a tangible impact, avoiding unnecessary computational overhead,” the company advises.

“It’s about adding an additional moment to consider, Have all the possible consequences been thought of?” said Sophia Mendelsohn, chief sustainability and commercial officer at SAP.

AI is one of SAP’s most important strategic imperatives. The company plans at least $3 billion in related investments that will extend its core enterprise resource planning systems, used by close to 90 percent of Fortune 500 companies. That includes applications tailored for sustainability professionals, such as SAP Green Ledger, which uses transaction information to generate emissions metrics. 

Sustainability leaders have a limited opportunity to propose AI procurement criteria that will limit impact before these services become deeply embedded, Mendelsohn said.

“There’s a lot of corporate budget available right now that is not being filtered through the lens of sustainability,” she said. “All our organizations are in a race to find efficiency and growth through AI, and sustainability has to be part of that.”

SAP has adopted development and business practices that are intended to curb its energy consumption including:

  • A push to use the smallest models or tools possible for a given feature or task
  • Automation that routes queries to the most efficient AI models available
  • A policy to match power consumption at company-owned data centers with renewable electricity

AI impact assessment

Every new AI project must undergo an assessment before it proceeds, according to SAP’s ethics policy.

That review includes scrutiny of the anticipated environmental impact, along with privacy and data considerations, human rights issues and potential societal impacts. Projects receive a risk ranking based on the results. Those with a high risk score are escalated to SAP’s ethics steering committee for further review.

The process provides clear guardrails that are visible to SAP’s stakeholders, including customers and employees. 

“SAP believes organizations will successfully deploy and adopt AI if the people inside organizations trust it enough to use it,” said Matthias Medert, global head of sustainability at SAP. “Hence, AI sustainability and AI ethics are closely interconnected questions rather than separate workstreams.”

Work in progress

Like other software companies, SAP is scrambling to gather emissions information from its partners. It has created resources to monitor and report on the impact of internal development work and infrastructure projects. 

SAP’s focus on hardware efficiency and its policy of creating smaller learning models helped the company reduce average emissions per AI token — the small bits of code that make up queries — by 60 percent between 2024 and the first quarter of 2025, the company said. 

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The number of shareholder resolutions focused on environmental issues continues to decline, according to a review of proposals filed during the first half of 2026. It’s now two years since shareholders at a large company voted in favor of an environmental resolution, researchers at business think tank The Conference Board found.

Seventy-five environmental proposals have been filed in 2026 by shareholders at Russell 3000 companies, which include the largest U.S. businesses by market capitalization. That’s half the number filed over the same period in 2025. Most large companies hold their annual meetings and vote on shareholder proposals during the first half of the year.

Environmental shareholder proposals at Russell 3000 companies

Source: The Conference Board.

Broader trends

The decline in proposals lessens the pressure on companies to act on sustainability, particularly those that have made little progress to date. One of the proposals that passed in 2024, for example, prompted fast-food chain Jack in the Box to set its first targets for greenhouse gas reductions.

The drop in environmental proposals slightly outpaced the overall decline in shareholder proposals, which fell to 622 in 2026 from 923 in 2024, the board found. Anti-ESG groups filed 102 of those proposals, a number that’s been roughly flat since 2024. No proposal from an anti-ESG group has succeeded in the past three years.

The Conference Board carried out the research in collaboration with data provider ESGAUGE, leadership advisory firm Russell Reynolds Associates and the Rutgers Center for Corporate Law and Governance. 

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Race to Zero, an influential campaign that catalyzed support for net zero from thousand of large companies, is winding down as its leaders shift focus to delivery of climate commitments.

The initiative, which was launched in 2020 with backing from the United Nations, will be folded into the U.N.’s ongoing Global Climate Action Agenda, an effort to accelerate implementation of climate strategies over the second half of this decade.

“When we launched Race to Zero in 2020, the challenge was to mobilise campaign members around a shared, credible definition of net zero at scale – and they did, in the tens of thousands,” said Nigel Topping, a prominent climate leader who helped launch the campaign, in a statement announcing the move.

The campaign was also attacked for what critics saw as a deference to corporate interests and a lack of engagement with civil society.

Net zero promoter

Six years is a long time in corporate sustainability. When Race to Zero launched in 2020, the Science Based Targets initiative (SBTi) was still more than a year away from publishing its first corporate net-zero standard. Yet close to 1,000 businesses, including Nestlé, Adobe and Diageo, became Race to Zero launch signatories by pledging to reach zero by 2050, publish plans for achieving that goal and set interim targets. The number of participating companies went on to more than double in the year after launch.

As it grew, Race to Zero tightened its criteria to reflect the evolving consensus around what constitutes a meaningful net-zero commitment. In 2022, for instance, the campaign said that signatories must publish a transition plan within a year of joining the campaign, extend net zero to all emission scopes and align lobbying activities with net zero. By that point, 7,000 companies had signed up.

Meanwhile, companies’ understanding of what it would take to hit net zero was developing — as was their awareness of how that might conflict with business imperatives. The 2022 update, for instance, required signatories to forgo developing or financing new coal projects. A few months later, Race to Zero began asking signatories only to “phase out” coal, with no end date specified. The change came after major banks said the original no-coal commitment might violate antitrust law, but climate activists cast the move as a retreat in the face of financial-sector lobbying.

The dispute over the coal language also shone a light on Race to Zero’s decision-making processes, which centered on a relatively small group of experts. The structure “creates scope for ambition but also opportunity for disruption by actors with competing missions,” argued a team of UK-based academics in a review of net zero guidelines published earlier this year.

Passing the baton

To be fair, Race to Zero was a campaign to generate commitments rather than an attempt to create a detail framework for the transition to net zero. Since the race launched, the latter gap has been filled by SBTi’s influential Corporate Net-Zero Standard, which was updated in June. A companion standard is also being developed by ISO, the international standards organization. Both rely on much broader stakeholder input.

Race to Zero succeeded in that it helped turn voluntary criteria into formal standards, argued Kaya Axelsson, an advisor to the campaign and researcher at the University of Oxford who helped author the review of net zero guidelines. “Now the next phase of the race is holding the line, keeping the standards and going beyond to do the systemic work that enables those things to happen,” she said.

That phase will be spearheaded by newly formed Net Zero Activation Group, which is due to be formally launched later this month. Organizations interested in participating can complete a form on the group’s homepage.

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The quest to decarbonize is the most fundamental mission of corporate sustainability, but its language can be confusing. When the same term means different things to different companies, or even different teams within one company, work often gets duplicated or misses the mark. Worse, it can lead to legal battles and challenges from critics. The result is wasted hours, increased costs and reputational damage that a clearer map could have prevented.

In my most recent column for Trellis, I offered methods to choose from the array of hundreds of sustainability certifications that are available globally. Here I’ll dig into the details of the subset of climate certifications, to make the complexities easier to navigate for anyone who is creating, updating or critiquing a climate strategy.

The building blocks

All corporate climate initiatives rest on four building blocks: measurement of greenhouse gas (GHG) emissions, planning for the climate transition, mitigation of climate impacts and reporting on actions and outcomes. 

Use these building blocks to size up any climate strategy, whether it’s tied to a product, brand, building, farm or other entity. It’s critical to understand the specifics, which vary considerably. Planning, for example, may include modeling, risk assessment, creating a climate budget or other activities. Mitigation may take place in supply chains, through carbon offsets, sustainable fuels purchases or other measures.

Frameworks and standards

The building blocks may be assembled in countless ways. Frameworks and standards add prescriptive guidance, addressing that variability with structure and norms. Some frameworks lay out best practices for one building block, such as the planning frameworks offered by Quantis and the Environmental Defense Fund. Others, such as the Exponential Business Playbook, cover all four blocks.

Many corporations create tailored frameworks that fit their business priorities. In its Climate Transition Action Plan, Adidas lays out an end-to-end framework for measurement, planning, mitigation and reporting, focusing on materials, suppliers’ use of clean energy and product end-of-life management. Nike’s “Move to Zero” initiative focuses on mitigation through the use of clean energy and circular materials, and is aligned with the company’s commitment to a science-based target.

Across sectors: standards 

While frameworks can be subjective and used only by the individual company, standards are developed for wide-scale use across multiple sectors, and are designed to be models of high-integrity action. 

The best frameworks incorporate widely accepted standards. The newly formed Purpose Pledge, a framework for natural products companies spearheaded by Dr. Bronner’s, lays out 10 principles for corporate responsibility that incorporates numerous standards such as Regenerative Organic, TRUE Zero Waste and The Climate Label certification.

Standards including the well-known GHG Protocol, the newer AIM Platform Standard and many other climate and nature standards, represent the combined views of hundreds of stakeholders and are transparently administered by independent nonprofit entities.

The landscape continues to evolve quickly. Standards are regularly updated through consultative processes, as is happening now with the GHG Protocol and ISO. Environmental NGOs frequently lay out new frameworks and technical support to accelerate decarbonization progress. Last year, for example, the ITPN framework created a new standard for climate transition planning within the public and private sectors.

The proof: certifications 

The final layer is the one that validates organizational actions: Certifications offer credibility through independent third-party verification of adherence to a framework or standard. Certifications enhance stakeholder trust by demonstrating that actions meet a high bar for performance and are tracked over time. Certifications can also help clear compliance hurdles when actions are required by a law or regulation. For example, the EU’s new Empowering Consumers Directive requires certain marketing statements to be certified by a third party before companies can tout them. 

The best product- or entity-level certifications cover all four building blocks and lean on third-party standards for the underlying requirements — for example, by requiring GHG measurement to meet ISO-14064 guidelines and mitigation projects to meet Green-e standards.

The key: consistency 

Frameworks and standards evolve to meet changing realities, but the risk of this constant realignment is that companies spend a lot of time adjusting yesterday’s plan to today’s framework, chasing moving goalposts rather than scoring goals. Continual change can also make it confusing for stakeholders to evaluate a company’s actions.

For many sustainability teams, it can take a year or more to learn a new language for carbon inventories. That timeline can be cut by spending money on external support — money that most sustainability teams lack.

Here are some simple rules to help keep the bar high and the pieces straight: 

Mitigation is the North Star. The climate is ultimately affected by one thing: greenhouse gas concentrations in the atmosphere. Mitigation is the only building block that tackles this, and it is critical to have clear metrics on the resources going into it and the results coming out. No strategy is complete without a clear approach to mitigation activities. 

Don’t get stuck. It’s common for measurement to become a barrier to subsequent actions — or an excuse for inaction. Look for comprehensive data, but use estimates and ranges, and acknowledge the imprecision.

Re-use and recycle. There are countless frameworks and many peer-reviewed standards. Resist the urge to build from scratch; instead, adapt existing models. The best ones are designed to be flexible, so that you can easily apply them to your business. The result will come together faster and be more credible.

Define your outcomes. Clearly define key results and outcomes and make them accessible to both internal and external stakeholders. Report regularly on your progress toward achieving those outcomes. Use standards and frameworks to decide what to report.

Look for overlap. To avoid redundant work, link your outcomes to their building blocks and see where you can reuse the underlying data, reports and metrics. For example, a GHG inventory used for CSRD reporting should count toward most standards and certifications.

Know your audience. The choice of how to communicate your company’s climate actions depends on whom you’re speaking to. Regulatory compliance is a different use case from consumer marketing or employee engagement. One key to success is knowing how much information to convey: Too little information may lead to non-compliance or greenwashing. Too much can overwhelm your audience. Certifications can help by giving you a simple, high-level badge, backed by data and documentation.

Organize your work and draw a clear map of gaps and overlaps in your strategy. Use certifications as a means to offer stakeholders independent proof of action, avoid greenwashing accusations and maintain credibility.

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Kering, the $14.5 billion French luxury company behind Gucci, Saint Laurent and Bottega Veneta, has reduced its absolute greenhouse gas emissions by one-third since 2022. 

That includes a 4 percent decrease for direct operations and electricity, and a 28 percent cut for emissions related to land and agriculture, Kering reported in its impact report published in June

Crucial to this progress: a multi-year push to embrace recycled materials ranging from leather to plastic to precious metals alongside a transition to fibers sourced through regenerative agriculture.

This work is guided by insights from Kering’s environmental profit and loss (EP&L) accounting system, which catalogs its impacts on nature, including emissions, water use, waste, land use and pollution. The annual EP&L statement was created in 2014 to guide and prioritize decarbonization decisions. For example, raw materials production and processing account for 63 percent of its emissions; manufacturing contributes another 8 percent. Hence the deep focus on these levers.

“Governance is key because if sustainability is not at the right level, and you don’t have the right governance to manage sustainability, it’s only a word because the real sustainability is really to change the business model and continue to develop our business for the long run,” said Marie-Claire Daveu, chief sustainability and institutional affairs officer at Kering.

Daveu is one of the longest-tenured corporate sustainability leaders in any industry, hired in 2012 after a stint in the French government. She reports to Kering CEO Luca de Meo.

Centralized purchasing

Kering employs individuals fully dedicated to sustainability strategy, but each brand has its own champions to reflect individual priorities. That said, the company is coordinating purchases across groups to scale alternative materials.

For example, Kering has used a central purchasing program since 2017 to buy gold that is either certified as recycled or from artisanal mines recognized for Fairtrade or Fairmined practices.

Similarly, it launched the Kering Accelerator for Regenerative Materials in 2024 to scale purchases of cotton, wool and cashmere sourced from land cultivated using regenerative farming practices. 

Kering pre-reserves orders for these fibers, which gives growers more economic stability. The program has improved traceability: Kering can trace at least 98 percent of these materials back to their country of origin. A similar program for leather is being launched this year.

Low-carbon and recycled materials

Kering uses both a corporate-level and brand-centric approach to embracing innovations that lower the emissions of its products. The company’s Material Innovation Lab in Milan, for example, has identified more than 600 manufacturers that provide lower-impact options for designers to use, according to Kering.

Kering Ventures, launched in 2019, is the company’s vehicle for investing in potential new suppliers. Two examples are VitroLabs and Sqim, which are pioneering alternatives to leather sourced from animals.

University collaborations are also instrumental for scaling research and for encouraging next-generation designers to view recycled or previously used materials as a canvas for innovation, Daveu said. 

Kering has helped develop curriculum for institutions including HEC Paris, London College of Fashion, Parsons School of Design, National University of Singapore and Tsinghua University, among others.

Circular future

Like many other fashion houses, Kering encourages resale of its products through certified marketplaces. It owns a 5 percent stake in Vestiaire Collective, which specializes in luxury goods. 

“When you restart a new life for products, we think it’s a good example of where sustainability and luxury go hand in hand,” Daveu said. “It’s not only an environmental topic. It’s a social advantage because you can sell quality products to younger people, to a generation that may not be able to buy new products.”

Gucci has taken the lead in Kering’s work related to materials reuse through its “Circular Hub” in Tuscany in Italy. Its goal is to promote shared research, facilitate the development of new supply chains and logistics networks, and train designers and industrial partners to embrace these principles at the beginning of a product’s life cycle.   

For example, Kering encourages designers to think about how to construct new products so they can be disassembled or repaired more easily. If materials are damaged during that process, they’re harder to reuse in a luxury product.

“It’s very important to be sure that designers understand how much it’s key, and that they don’t see sustainability as a constraint but more as a way to stimulate creativity,” Daveu said. 

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Google’s Pixel 10a smartphone, launched in March, contains 36 percent recycled materials, by weight, more than the latest Apple iPhone models. That includes aluminum, cobalt, copper, gold, tin, tungsten, rare elements, plastics and glass.

It took a decade of close collaboration between Google’s environmental sustainability, product design, materials engineering and supply chain teams to reach that milestone. 

The work, documented in a guide published in March, is part of Google’s commitment to incorporate recycled content into all new consumer electronics. As of 2025, for example, 48 percent of the plastic used in Google smartphones, watches, home automation devices, speakers and other gadgets came from recycled sources.

Replacing virgin content with recycled material is one of Google’s key levers for reducing the carbon footprint of individual products and also addresses other supply chain environmental and social risks, said Tameron Stuber, product sustainability strategy lead for the Pixel portfolio at Google.

“Often, recycled materials have a lower part of the footprint than the primary materials use, and within our responsible material space we’re also prioritizing safer chemistry,” she said during a panel at Trellis Impact 26 in June. “We are also protecting the biodiversity and nature of our supply chain sites, and safeguarding the rights of our workers and our supply chains, as well.”

The Pixel 10 series represents Google’s first foray into recycled cobalt, copper, gold and tungsten for its smartphones. The frame is made entirely of recycled aluminum, and 81 percent of the plastic in the back cover is recycled.  

Timing and testing

Plastic was one of the first materials Google tackled, because it represented a significant percentage of the material in the company’s devices and because that recycling ecosystem was more established.

Google’s sustainability team consulted designers and materials engineers to build credibility and to identify the most appropriate ways to influence development roadmaps, Stuber said.

“Often, it’s many years, sometimes it could be a decade, where you actually see these things implemented in your products,” she said. “It’s really important to understand things holistically.” 

The journey to recycled content often starts with just one part; once the transition is successful, it’s easier to tackle additional materials. “We strategically picked materials so that we could demonstrate this was possible and build confidence across our organization,” Stuber said.

Potential objections and how to address them

Design and engineering concerns about recycled materials range from aesthetics to performance factors. Google hires contract manufacturers to make its technology, but its internal team is responsible for ensuring how recycled materials might impact production lines.   

“The truth is that if you can understand well enough that there’s going to be differences between virgin and post-consumer recycled material, and you can account for it in your qualification and building process, you’ll be able to be fine on the manufacturing floor,” said Sidd Dev, senior materials engineer at Google.

Issues to consider:

  • Color degradation. This is particularly true for plastics, which can yellow or be contaminated with black specks. Those considerations might require changes to the resin formulas or different color selections than with virgin materials.
  • Mechanical attributes. Choosing recycled materials might require changing the thickness of components or tweaking the molds, to accommodate how they respond under stress or temperature changes. There may also be weight differences. “That doesn’t mean it’s going to cause issues, we just have to plan for that ahead of time,” Dev said. 
  • Quality control. Finding reliable suppliers is non-negotiable, and third-party certifications are required. Google looks first to its existing suppliers, and provides newer ones that have less experience working with recycled materials with the parameters they’ll need to meet. That wasn’t initially a priority, Stuber said, but it’s vitally important for scale and it happens several years ahead of a launch. 
  • Traditional testing. Devices made with recycled materials must withstand the same drop, heat, chemical-resistance and metal-bonding screens as those made with virgin materials. Google documents any differences, good or bad. 

“This is a way that we’ve been able to build confidence within our organization that we’re building out the right plans,” Dev said.

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AstraZeneca and Amgen are among the winners of a competition that demonstrates how gamification can motivate companies and employees to tackle sustainability challenges.

The two pharma giants were among more than 4,000 laboratories and close to 270 organizations that saved a total of almost 30 gigawatt hours (GWh) of energy by changing the way they operate and maintain freezers that store biological samples.

Labs cut energy by setting freezers at slightly higher temperatures — minus 70 degrees Celsius rather than the industry standard of minus 80 degrees, a change that has no impact on most samples — and ensuring that freezer components are properly maintained. 

These steps can have meaningful impacts because lab freezers are “pretty significant energy hogs,” said James Connelly, CEO of My Green Lab, which runs the 2026 Freezer Challenge and other initiatives designed to make laboratories more sustainable. A single ultra-low temperature freezer can use as much energy as two American homes, he estimated. (Raising the temperature of food storage freezers can also produce useful savings.)

Amgen won the Top Organization Award by saving an average of 5,314 kWh per day during the first half of 2026, with U.K.-based AstraZeneca notching up daily savings of 5,244 kWh, earning it the Winning Streak Award for repeated high performance in the challenge, which launched in 2017. Siemens Healthineers, which operates in Canada, Ireland and the U.S., was named Top Organization in the hospital category, and the U.K.’s Institute of Cancer Research scooped the academic section.

Gamification hack

Gamifying the energy savings is “one of the hacks we use to drive impact,” said Connelly. “So much of sustainability these days is doom and gloom and compliance,” he noted. Adding the awards and recognition pushes teams to do something that is already in their interest — saving energy and, thus, money — but which they might not otherwise act on.

Sustainability professionals often say that company rankings can motivate C-suites and boards to fund projects, even if the competitions offer kudos rather than cash to winners. Influential competitions elsewhere in sustainability include CDP’s Corporate A List, which recognizes companies that score highly for environmental transparency; the EPA’s Green Power Partnership National Top 100, which ranks companies by clean power purchases (its status under the current U.S. administration is unclear); and the Global 100 list from media and research organization Corporate Knights.

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The “speed to power” ambitions of big cloud computing service providers and data center companies are boosting installations of on-site fuel cells, particularly those made by Bloom Energy.

Oracle is contracted to install up to 2.8 gigawatts of capacity for its cloud computing and artificial intelligence services: Almost half of those projects are already underway, with some fuel cells operational in 55 days.

Equinix, which operates more than 280 data centers globally, already has 73 megawatts of Bloom fuel cell capacity operational. 

The company is contracted for an additional 35 megawatts in installations, covering 19 data centers in six states. Equinix plans to make fuel cells the primary source of power at one of its data centers in Silicon Valley, using the grid as a backup resource.

Fuel cell prospects

Fuel cells work by using hydrogen or another feedstock, mostly natural gas, to create a chemical reaction that produces electricity. Their benefits include a shorter installation time — less than a year, compared with the multi-year development cycle of other power sources — and higher efficiency than gas turbines. They’re also quieter and can often be installed right next to the data centers they support. 

Fuel cells can meet up to 15 percent of new power demand, or one-quarter of all behind-the-meter electricity resources, according to Goldman Sachs Research estimates. That translates into at least 8 gigawatts of additional generation capacity by 2030.  

“Expansion of fuel cells is currently constrained by its small manufacturing capacity, given its limited historical use, but we believe this is about to change, both in the U.S. and Asia, with major manufacturing expansion,” said Michele Della Vigna, head of natural resources research at Goldman Sachs.

Bloom makes solid oxide fuel cells; they uses natural gas as a fuel source but can be converted to other sources.  

Equinix has avoided an estimated 285,000 metric tons of carbon dioxide equivalent (CO2e) and 382 billion gallons of water use through the use of Bloom technology, according to the 2025 Equinix sustainability report.

“You don’t have the transmission and distribution losses, you don’t have actual combustion, you don’t have [nitrogen oxide] and [sulfur oxide] and the particular emissions, and you’re using far less water in terms of the energy and water nexus,” said Christopher Wellise, vice president of sustainability at Equinix. “They’re highly efficient.”

Bloom, one the best-known fuel call makers, surpassed $1 billion in revenues for the first time in the second quarter. 

Other vendors tailoring their technology for data centers and off-grid power include FuelCell Energy, a Connecticut firm that in June signed a contract to provide AI infrastructure Fit Energy with up to 380 megawatts of power capacity from its molten carbonate technology; PowerCell Group, a Swedish hydrogen fuel cell maker that has an industrial partnership with Bosch and contracts with AI infrastructure firm ECL; and Ballard Power Systems, a Canadian company that has traditionally focused on transportation applications. 

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Vacation itineraries and long flights have a way of making room for fiction. Climate fiction has quietly become one of publishing’s most inventive corners, turning environmental anxiety into some of the most talked-about stories. The genre has grown considerably in recent years, racking up Booker Prizes, National Book Award nods and even its own dedicated accolade (The Climate Fiction Prize). Here are nine of our favorites to take along this summer.

‘The Mountain in the Sea

By Ray Nayler

In this Locus Award-winning debut, a team of scientists studies a newly discovered, highly intelligent octopus species off a remote island. Their find forces a reckoning with just how much humanity owes the natural world — and with a corporation racing to exploit it. Nayler, a former international advisor to the NOAA on marine sanctuaries, brings real expertise in ocean conservation to the novel. It’s science fiction, but its questions about corporate power and environmental ethics feel increasingly relevant as companies face growing scrutiny over their impact on the natural world.

‘Orbital

By Samantha Harvey

This book follows six astronauts aboard the International Space Station (ISS) as they circle Earth 16 times in a single day, watching sunrise and sunset reprise beneath them. Harvey has said that watching live footage from the ISS left her overwhelmed by the beauty and strangeness of our planet, a feeling she distills in this 2024 Booker Prize winner. The slim, meditative volume is a thoughtful reminder of just how intertwined our environmental and social systems are.

‘The Actual Star

By Monica Byrne

This novel weaves together three settings a thousand years apart (ancient Maya, contemporary Belize and a far-future world reshaped by climate catastrophe), tracing how societies adapt or collapse under pressure. New Scientist called it “a stone-cold masterpiece,” and it drew similar praise from The Guardian. Its long, telescoping view of climate and civilization makes it especially compelling for sustainability professionals who sometimes think in decades and centuries as much as in fiscal quarters.

‘All the Water in the World

By Eiren Caffall

Set in a flooded future New York, this debut follows a girl with a “deep feeling for water” as she and her family shelter on the roof of the American Museum of Natural History, trying to preserve fragments of human history and culture as a superstorm bears down. A Library Journal review termed it “incandescent,” and Scientific American praised its tense, gripping momentum. It’s a compelling read for sustainability professionals thinking through climate risk and community resilience.

‘The Wall

By John Lanchester

In this near-future novel, longlisted for the 2019 Booker Prize, a coastal nation has sealed itself off behind a concrete wall to keep out rising seas and the refugees they have displaced. New recruit Joseph Kavanagh is assigned to defend a stretch of the wall and soon discovers that everything is not as it seems, forcing him to grapple with ethical dilemmas that may feel familiar: the price others pay for our safety, the way environmental change redraws borders and more. 

‘Bewilderment

By Richard Powers

After his wife’s death, an astrobiologist searching for signs of life on distant planets struggles to reach his environmentally anxious young son back on Earth. Shortlisted for the 2021 Booker Prize, the novel comes from Pulitzer Prize winner Richard Powers, whom The Guardian has praised for his “extraordinary gifts as a writer.” At its core, this is a novel about loss, grief and hope, offering a more personal lens on environmental change.

‘A Children’s Bible

By Lydia Millet

Set during what starts as an ordinary summer vacation, this novel follows a group of children who watch escalating climate disasters unfold while the adults around them stay determinedly, drunkenly indifferent. A finalist for the National Book Award, it was described by Kirkus as “a bleak and righteously angry tale determined to challenge our rationalizations about climate change.” Millet blends dark satire with real urgency, imagining what happens when leadership fails and the people written off as powerless have to step up instead.

‘The Light Pirate

By Lily Brooks-Dalton

Spanning several decades as rising seas slowly submerge Florida, this novel follows one woman’s life as the coastline — and the society built along it — is remade around her. A Good Morning America Book Club pick, it was praised by Kirkus for creating “an all-too-believable picture of nature reclaiming Florida from its human inhabitants.” Rather than dwelling only on catastrophe, Brooks-Dalton is just as interested in what people build back up, making the novel a study of resilience and adaptation as well as of loss.

‘Hum

By Helen Phillips

Set in a near-future city reshaped by artificial intelligence and environmental decline, this book follows a mother who alters her own face to evade surveillance, then watches automation reshape her family’s life. The novel won the 2026 Climate Fiction Prize and landed on year-end best-of lists from the New York Times and The New Yorker. It’s a sharp and unsettling read for anyone grappling with how technology and climate are converging to remake ordinary life.

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Corporate adoption of artificial intelligence is outpacing the creation of methods that sustainability professionals can use to track and disclose related greenhouse gas (GHG) emissions and environmental impacts, such as increased freshwater withdrawals. 

That prompted carbon management software firm Watershed, which counts Dollar Tree and Walmart among its clients, to suggest a “defensible starting point” for companies to estimate their exposure. 

The approach, detailed in a white paper published in mid-July, advocates for estimating the average emissions associated with AI tokens, the smaller bits of code that make up an AI prompt. The proposed metric used by the methodology is kilograms of carbon dioxide equivalent per millions of tokens, reported along with the associated electricity consumption.

This allows companies to consider potential emissions reduction paths, such as buying matching clean energy. “Tokens are also the metric that many companies track for cost reasons, which allows token-level emissions reporting to leverage engineering efforts,” Watershed said.

Hard to find

AI emissions data is still scarce and often very high-level, such as this new AI emissions tracker, which rates eight AI data center companies. 

The granular metrics needed for emissions accounting are harder to find. Frontier AI developers, including Anthropic and OpenAI, haven’t made it a priority. Big cloud services companies are more forthcoming, given their own climate goals, but even their disclosures are scant on detail.

Amazon created a resource for its cloud services customers that gives them a view into at least some of those metrics, but it doesn’t break out AI. Google published a technical paper in August 2025 that details energy, emissions and water impact for Gemini prompts, and Microsoft offered a similar view in June

Don’t delay

Watershed’s 43-page proposal acknowledges these data gaps but offers sample calculations for getting around them along with four ways that sustainability professionals can shape what happens next. They are:

  • Assemble a list of AI vendors, focusing on whether the capabilities and features are part of separate models or embedded into broader enterprise software platforms.
  • Start estimating emissions with whatever data you have, which might include information about the carbon-intensity of the electric grid where the AI inference and training models are run.
  • Request more data from AI providers, including (but not limited to) energy-intensity per token, training-related emissions, embodied carbon for the hardware and the physical region where the AI is hosted.
  • Move to take action, such as encouraging the use of targeted prompts, routing models and inference to cleaner grids or matching usage with renewable electricity.

“As provider disclosure expands, companies will be able to compare AI emissions across vendors, factor emissions into procurement decisions and track efficiency improvements year over year — turning accounting into an active management tool,” said John Bistline, head of science at Watershed.

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