Navigating the ESG Impact of Generative AI: Risks, Controversies, and Positive Initiatives

The EU’s Corporate Sustainability Reporting Directive (CSRD) promised a new era of transparency and comparability in sustainability reporting. But as the first wave of CSRD-aligned reports emerges in 2025, the reality is proving more complex. Some companies are racing ahead with detailed disclosures, while others are taking a minimalist approach. Investors? Many are struggling to make sense of it all.

We’re only at the beginning of the CSRD journey,  but the early lessons are already clear: The gap between reporting ambition and data quality is widening. And the path forward may be shaped as much by simplification as by regulation.

Early CSRD Reporting: A Diverse Landscape Takes Shape

Since early 2025, over 250 companies have published sustainability reports aligned with CSRD — with report lengths ranging from 30 pages to over 300. One striking takeaway: The number of sustainability-related Impacts, Risks, and Opportunities (IROs) disclosed varies dramatically. Some companies report on fewer than 15 IROs. Others disclose more than 80. This variation highlights not only the complexity of CSRD implementation but also differences in how companies interpret their reporting obligations — and their readiness to meet them.

A PwC analysis shows that 90% of the first 100 CSRD reports came from just five European countries, including Germany, Spain, and the Netherlands, none of which have yet transposed CSRD into national law. Why report early? The answer is clear: mounting pressure from investors, regulators, and other stakeholders demanding greater transparency on sustainability performance.

But just as the first reports hit the market, uncertainty looms. The European Commission’s February Omnibus package could remove up to 80% of companies from the directive’s scope — a move that may significantly reshape the reporting landscape.

Data Quality: The New Focus Area for Reporting and Investors

At the heart of CSRD reporting lies the double materiality assessment, a process that requires companies to disclose sustainability matters that affect both enterprise value and broader environmental and social impacts. But execution varies widely.

According to PwC, while nearly all companies engage with internal stakeholders during the materiality process, few provide detailed information about engagement with external stakeholders.

The most commonly reported topics include:

• Climate Change (mitigation, adaptation, energy use)
• Workforce Conditions (employee well-being, labor practices)
• Business Conduct (ethics, anti-corruption measures)

As PwC notes, the goal is to help companies and stakeholders “understand more clearly the interplay between sustainability and value creation.” But when reporting approaches differ so dramatically, comparison becomes difficult, leaving investors to navigate a patchwork of methodologies and disclosures.

Investor Reactions: Cautious Optimism Meets Complex Disclosures

As Responsible Investor has reported, some investors have already voiced their concerns.

Sondre Myge, head of ESG at Skagen Funds, said that while it’s still early, his “first impression is that it complicates comparability. Investors are now drowning in a mix of voluntary and legal disclosures requiring them to make assessments through a kaleidoscope of standards and methodologies. Sifting critically through hundreds of pages of text just for one company is a huge undertaking. While first movers will provide glossy reports that convey a convincing impression, it is important to remember that disclosures are not necessarily representative.”

Jan Kaeraa Rasmussen, head of ESG and sustainability at PensionDanmark, agreed, stating that initial disclosures tend to be “more narrative than quantitative. This limits our ability to draw robust, forward-looking insights from the information provided.”

What’s Next: Simplification or More Complexity?

Despite these challenges, the direction of travel is clear: sustainability reporting in the EU is becoming more structured, more transparent, and more data-driven. But we are still in a period of transition.

Companies are building internal systems and capabilities to support CSRD compliance. Best practices are only now emerging. And regulatory changes, like the proposed Omnibus package, could dramatically alter the scope of reporting obligations.

For investors and stakeholders, the challenge will be to sift through early reports critically, distinguishing between narrative-heavy disclosures and data-rich insights that can drive better decision-making.

How SESAMm Helps Investors Navigate ESG Data Complexity

As sustainability reporting evolves, so too does the need for faster, more scalable ways to uncover ESG and reputational risks. At SESAMm, we help investors and companies cut through the noise.

Using advanced Generative AI, we automate ESG monitoring and due diligence on public and private assets — providing real-time coverage of over 5 million companies globally. Leading firms like Carlyle, Warburg, Natixis, RBI, Fitch, and Oddo trust SESAMm to uncover risks in seconds, not weeks.

Discover how SESAMm can help your team navigate ESG data complexity.
→  Request a free trial here.

SESAMm’s AI Technology Reveals ESG Insights

Discover unparalleled insights into ESG controversies, risks, and opportunities across industries. Learn more about how SESAMm can help you analyze millions of private and public companies using AI-powered text analysis tools.

SESAMm is pleased to welcome Guy Gresham to its Advisory Board. A globally recognized capital-markets strategist and former Group Head of Global Investor Relations Advisory at BNY, Guy brings more than two decades of experience in global financial services, specializing in equity capital markets, investor relations, and sustainability. Originally from New Zealand and now based in New York, he has deep expertise in regulatory compliance, ESG governance, and aligning global standards with business operations. His presence in North America will further strengthen SESAMm’s footprint in the U.S. market at a time of rapidly evolving expectations around sustainability and reputational risk.

"Guy’s experience advising companies across more than 50 countries, combined with his understanding of the North American market, brings a tremendous amount of insight and credibility,” said Sylvain Forté, CEO of SESAMm. “He has a remarkable ability to bridge sustainability, regulation, and capital-markets strategy, and we’re delighted to welcome him to our advisory board.”

During his time leading BNY’s Global Investor Relations Advisory group, Guy oversaw a global team supporting issuers across multiple markets and guided companies through major shifts in regulation, geopolitics, and capital markets expectations. As co-chair of BNY’s enterprise ESG Advisory Council and the Sustainable Client Solutions Working Group, he advised executive management on governance and regulatory requirements, embedding sustainability into core decision-making and risk management.

Today, Guy sits on the advisory committee of Sedex, a leading global supply-chain sustainability data platform, and serves as a non-executive director at Strategy&Ops, an international consultancy focused on sustainability and digital transformation. He holds an MBA from Cornell University, a BA (Hons) in International Relations from Victoria University of Wellington, and is a 2026 Digital Statecraft Fellow at Cambridge University.

“The growing convergence of sustainability, regulation, and technology is reshaping how companies engage with investors and manage risk,” said Guy Gresham. “SESAMm is at the forefront of this transition, using advanced AI to surface insights that were previously inaccessible. I’m delighted to support the team as they scale these capabilities globally.”

We’re thrilled to welcome Guy to SESAMm’s Advisory Board and look forward to working together as we continue advancing AI-powered ESG and reputational risk analysis worldwide, including expanding our partnerships and presence across North America.

SESAMm’s AI Technology Reveals ESG Insights

Discover unparalleled insights into ESG controversies, risks, and opportunities across industries. Learn more about how SESAMm can help you analyze millions of private and public companies using AI-powered text analysis tools.

The European Union stands at the forefront of global efforts to promote environmental, social, and governance (ESG) accountability. As the world becomes increasingly ESG-aware, the EU has developed a comprehensive regulatory framework designed to ensure transparency and accountability across all sectors.

These regulations represent the EU's commitment to sustainable development and responsible business practices. However, the regulatory landscape is evolving, with the February 2025 EU Omnibus Proposal introducing potential modifications aimed at reducing the regulatory burden on businesses. However, these proposals come at the risk of substantially undercutting the impact of the regulations.

This article recaps the current ESG regulatory framework in the EU, explores the changes proposed by the Omnibus, analyzes the potential impacts of these modifications, and discusses how financial institutions can navigate this evolving landscape while maintaining compliance.

The ESG Regulatory Landscape in the EU

The EU is advancing sustainability through a framework of regulations that enhance corporate accountability and reporting on ESG impacts. These measures aim to promote genuine sustainable practices and address international trade and emissions challenges. Though comprehensive, these regulations are also, at times, confusing in the way they overlap and impact each other.
To get started, let’s examine the EU Taxonomy, SFDR, and CSRD—a triad of interconnected regulations designed to streamline and strengthen sustainable investing practices.

EU Taxonomy

The EU Taxonomy provides a classification system for environmentally sustainable economic activities, offering clear criteria to determine whether an economic activity can be considered "green."

Key Aspects of the EU Taxonomy

• Defines criteria for environmentally sustainable economic activities
• Helps investors identify truly sustainable investments
• Establishes a framework to prevent greenwashing
• Requires companies subject to CSRD to report on Taxonomy alignment
  

The Taxonomy helps channel investment toward genuinely sustainable projects and businesses by creating a common language for sustainable activities.

Status

The EU Taxonomy has been operational since January 2022 with phased implementation. As of March 2025, companies subject to CSRD must disclose their taxonomy alignment percentages.

Sustainable Finance Disclosure Regulation (SFDR)

The SFDR focuses specifically on the financial sector, requiring financial market participants to disclose how they integrate ESG risks into their investment decisions and the sustainability impact of their financial products.

Key Aspects of SFDR

• Requires disclosure of ESG risks in investment processes
• Classifies financial products based on their sustainability characteristics
• Aligns with EU Taxonomy criteria for sustainable investments
• Aims to prevent greenwashing in financial products
  

The SFDR plays a crucial role in bringing transparency to the rapidly growing sustainable investment market.

Status

Fully implemented since March 2021, with enhanced Level 2 requirements since January 2023. All EU financial market participants must classify products under Articles 6, 8, or 9. Current market data shows that 28% of EU funds are compliant with Article 8 and 5% with Article 9, with a significant trend of reclassification from Article 9 to 8 due to stricter interpretations.

Corporate Sustainability Reporting Directive (CSRD)

The CSRD stands as a cornerstone of the EU's ESG regulatory framework, requiring companies to report comprehensively on their environmental, social, and governance impacts. This directive mandates alignment with the EU Taxonomy, ensuring standardized reporting of sustainability metrics.

Key Aspects of CSRD

• Requires detailed reporting on ESG impacts
• Aligns with EU Taxonomy criteria for sustainability
• Currently applies to companies with 250+ employees
• Enhances corporate transparency on sustainability issues
  

The CSRD represents a significant step forward in standardizing sustainability reporting across the EU, providing investors, consumers, and regulators with comparable information on corporate sustainability performance.

Status

The CSRD, adopted in November 2022, replaces the Non-Financial Reporting Directive (NFRD). The transition to CSRD reporting was originally slated to begin in 2025 and would expand the number of companies subject to reporting requirements to 49,000 (vs 11,700 under NFRD). However, as we’ll see later, the Omnibus may push back the timing of CSRD.

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Outside of the EU Taxonomy, SFDR, and CSRD, the Omnibus Proposal highlights two other key ESG regulations: CSDDD and CBAM. These regulations relate to corporate accountability for supply chains and to limiting carbon leakage.

Corporate Sustainability Due Diligence Directive (CSDDD)

The CSDDD focuses on corporate accountability throughout global supply chains, requiring companies to identify, prevent, and mitigate human rights and environmental risks associated with their operations.

Key Aspects of CSDDD

• Requires companies to identify and mitigate human rights and environmental risks
• Applies to full supply chains, ensuring comprehensive oversight
• Applies to EU companies with 1,000+ employees and €450 million+ global turnover and non-EU companies with over €450 million EU turnover
• Mandates regular monitoring and reporting on due diligence efforts
• Strengthens corporate accountability for sustainability across operations
  

This directive acknowledges that a company's sustainability impact extends beyond its direct operations, encompassing its entire value chain.

Status

CSDDD was adopted in April 2024. Its phased implementation is slated to start in June 2026 and be completed by June 2028. The timing and scope of CSDDD is subject to change following the Omnibus Proposal.

Carbon Border Adjustment Mechanism (CBAM)

The CBAM is an innovative approach to preventing carbon leakage. It levies a carbon tax on imports to ensure that the EU's ambitious climate policies do not simply shift carbon-intensive production outside its borders.

Key Aspects of CBAM

• Imposes a carbon tax on imported goods
• Requires importers to report emissions data
• Ensures payment for embedded carbon costs in imported products
• Aims to prevent carbon leakage to regions with weaker climate policies
  

This mechanism aims to create a level playing field for EU producers subject to carbon pricing while encouraging global partners to implement similar carbon pricing mechanisms.

Status

The transitional phase for CBAM began in October 2023, with full implementation scheduled for January 2026. It currently covers cement, iron and steel, aluminum, fertilizers, electricity, and hydrogen. The certificate requirements will phase in gradually from 30% in 2026 to 100% by 2034. It’s expected to apply to 1.8 million EU importers and generate €5-14 billion in annual revenue when fully implemented.

The February 2025 EU Omnibus Proposal

Purpose and Goals

The EU Omnibus Proposal represents a significant recalibration of the EU's regulatory approach, seeking to balance sustainability ambitions with business competitiveness concerns.

The primary objectives of the Omnibus focus on alleviating regulatory burdens faced by businesses, simplifying compliance requirements, and streamlining reporting obligations. These efforts aim to enhance business competitiveness while addressing regulatory complexity concerns. By minimizing these challenges, the goal is to create a more favorable environment for businesses to thrive. However, this push for simplification could come at the expense of transparency and accountability, especially in sectors where regulation plays a protective role.

Impact Analysis: How the Omnibus Changes ESG Compliance

Below, we’ll take a closer look at each regulation and the changes proposed by the Omnibus Proposal.

EU Taxonomy Modifications and Implications

The Omnibus Proposal suggests a Level 2 modification to the application of the EU Taxonomy, reducing the number of companies required to report taxonomy alignment.

Key Changes:

• Taxonomy alignment reporting is limited to companies subject to CSDDD
• Voluntary reporting option for companies not required to comply
  

Possible Implications:

• Reduced availability of standardized sustainability data
• Increased difficulty in verifying "green" business claims
• Higher risk of greenwashing in financial markets
• Less reliable information for sustainable investors
  

These modifications would potentially undermine the Taxonomy's role in creating a common language for sustainable activities.

CSRD Modifications and Implications

The Omnibus Proposal significantly narrows the scope of the CSRD, reducing the number of companies required to report on ESG impacts.

Key Changes:

• Threshold increase from 250+ to 1,000+ employees
• Optional reporting for SMEs
• A two-year delay in reporting obligations for some companies
  

Possible Implications:

• 80% reduction in companies required to report
• Decreased transparency in corporate sustainability performance
• Fewer sustainability data available to investors and regulators
• Potential challenges in tracking sustainability progress

These modifications would substantially reduce the regulatory burden on smaller companies but raise concerns about the availability of comprehensive sustainability data.

CSDDD Modifications and Implications

The Omnibus  includes significant modifications to CSDDD, with a narrowed scope and reduced monitoring requirements.

Key Changes:

• Due diligence is limited to direct suppliers with over 500 employees, not full supply chains
• Monitoring frequency reduced from annual to every 5 years
• Delayed enforcement for one year for the first batch (Companies with 1.5 billion in turnover and 5000 employees)

Possible Implications:

• Weakened corporate accountability for supply chain sustainability
• Increased risk of undetected human rights and environmental violations
• Reduced monitoring of global supply chain impacts
• Extended timeline before full implementation

These changes would significantly reduce companies' compliance burdens but come at the risk of removing the essence of the directive, which is eliminating child labor, forced labor, etc.

SFDR  Modifications and Implications

While not directly modified, changes to other regulations, particularly the EU Taxonomy, indirectly affect the SFDR.

Indirect Impacts:

• Reduced availability of reliable ESG data
• Challenges in differentiating truly sustainable investments
• Potential increase in greenwashing risk
  

These indirect effects could undermine the SFDR's effectiveness in bringing transparency to sustainable investment products.

CBAM Modifications and Implications

The Omnibus Proposal simplifies CBAM compliance, particularly for smaller importers.

Key Changes:

• Small importers (under 50 metric tons/year) are exempted
• Reduced reporting burden for over 182,000 businesses
  

Possible Implications:

• Simplified compliance for small businesses
• Potential loophole risk if companies split shipments to stay under the threshold
• Maintained coverage of 99% of emissions despite exemptions
  

These modifications would maintain the CBAM's effectiveness while reducing the administrative burden on smaller importers.

The Debate: Perspectives on the Omnibus Proposal

Arguments in Favor

Proponents of the Omnibus Proposal emphasize its benefits for business competitiveness and regulatory efficiency. They highlight the reduced administrative burden, especially for small and medium-sized enterprises (SMEs), which often struggle with complex regulations. Additionally, the changes aim to simplify compliance requirements, making it easier for businesses to adhere to regulations. By aligning with global standards, the proposal helps maintain the EU's economic competitiveness while promoting a more efficient allocation of resources across industries. Together, these factors create a more streamlined and supportive environment for businesses to thrive.​

As BusinessEurope Director General Markus J. Beyrer stated:
"Doing better with fewer and clearer norms is what European companies of all sizes are asking for. By reducing unnecessary reporting and regulatory burdens, the first Omnibus will allow companies to contribute more effectively to the EU's sustainability objectives while also preserving the EU economy's competitiveness."

European Commission President Ursula von der Leyen also expressed support for the proposal, stating:​
"EU companies will benefit from streamlined rules. This will make life easier for our businesses while ensuring we stay firmly on course toward our decarbonization goals."

Criticisms and Concerns

Critics raise significant concerns about the potential undermining of the EU's sustainability ambitions. They argue that the Omnibus Proposal may lead to unintended consequences, including reduced transparency in corporate sustainability performance, weakened supply chain accountability, and regulatory uncertainty during transition periods. Additionally, it could undermine sustainability objectives and increase the risk of greenwashing.
As Mariana Ferreira from WWF European Policy Office commented:

"The Commission's sudden urge to destroy laws that are crucial for the achievement of the EU Green Deal is a perilous approach that is forcing Europe into a time of regulatory uncertainty. Under the guise of 'simplification,' the Commission put forward a proposal that will hinder economic and business success."

Similarly, a joint statement from over 360 civil society organizations and trade unions expressed:​

"The Omnibus proposal erodes EU's corporate accountability commitments and slashes human rights and environmental protections."

While the European Parliament debates the Omnibus Proposal, the fact remains that even if the regulations are delayed or loosened, the need for risk management remains unchanged. Investors require transparency, and companies must manage supplier risk effectively.

Navigating ESG Risks with SESAMm

SESAMm’s cutting-edge AI solutions empower investors, financial institutions, and corporations to navigate the complexities of ESG compliance with confidence. Leveraging an industry-leading data lake and state-of-the-art AI, SESAMm uncovers hidden risks in supply chains and target companies, providing real-time insights that drive proactive decision-making. By transforming regulatory challenges into opportunities for responsible and sustainable growth, SESAMm helps businesses stay ahead of evolving ESG requirements while mitigating risk and enhancing transparency.

SESAMm’s AI Technology Reveals ESG Insights

Discover unparalleled insights into ESG controversies, risks, and opportunities across industries. Learn more about how SESAMm can help you analyze millions of private and public companies using AI-powered text analysis tools.