Leveraging AI to improve ESG data quality and accuracy

Why ESG data assurance matters

It is no longer enough in today’s business world for organisations to talk about sustainability, they need to prove it through believable and accurate data. Environmental, social, and governance (ESG) reporting has become a fundamental pillar of corporate disclosure. Investors, regulators, and customers expect reliable disclosures. Yet offering ESG data assurance, the process of guaranteeing reported figures are accurate, complete, and consistent, is an enormous challenge. Data often comes from siloed systems, is stored in different formats, or is collated manually, leading to errors and inconsistencies.

This is where artificial intelligence (AI) can play a vital role. By enhancing ESG data management with automation, validation, and real-time monitoring, AI helps organisations improve both the quality and accuracy of their reporting. Rather than replacing human oversight, AI works alongside it, identifying anomalies, automating reporting, and streamlining the whole process.

AI applications in ESG data assurance

The most immediate advantage of AI is that it can help organisations gain a better, more precise view of their ESG performance.

AI ESG dashboards

Instead of static spreadsheets and reports, organisations can now leverage AI ESG dashboards to bring metrics into a single visual focal point. This not only saves time but also allows stakeholders to immediately recognise trends, risks, and areas for improvement. AI-powered dashboards make comparisons of performance across geographies, departments, or time easier. 

AI ESG compliance

AI is also being utilised to strengthen internal controls. Using AI ESG compliance software, organisations can detect inconsistencies in reported data, map data to a range of regulatory frameworks, and identify missing disclosures. This means that compliance checks can be ongoing instead of eleventh-hour exercises hurried ahead of a reporting deadline.

AI tools for ESG data validation

Most importantly, AI ESG data validation software identifies anomalies or gaps in datasets. If, for instance, reported emissions suddenly drop in one region without explanation, or workforce diversity figures don’t look right, AI can flag this for human review. These validation features provide assurance for compliance teams that data has been sufficiently vetted before being externally published.

Real-time ESG monitoring

ESG reporting has traditionally been a quarterly or annual event. But today’s stakeholders expect more timely information. Real-time ESG monitoring enables companies to keep an eye on performance as events unfold.

AI facilitates this by pulling in real-time information from IoT sensors, ERP systems, supply chains, and even external databases. This helps organisations measure progress against sustainability goals in real time. For example, energy consumption can be monitored daily, and alerts are sent out when consumption exceeds targets. In this way, AI improves not only the quality of ESG data, but also the accuracy of ESG data so that figures reflect reality and not projections. And when issues are discovered early, remedial action can be taken before they become major issues.

AI-assisted ESG reporting

Reporting remains one of the most time-consuming aspects of ESG. It takes months to collect data, roll it up through teams, and bring it to a regulatory requirement level. AI-powered ESG reporting strives to alleviate this strain.

By consolidating data from disparate sources, AI can bring inconsistencies to light, map measures to reporting standards, and even prepare draft reports. This is particularly useful in coping with the heightened number of data points required under standards such as the EU’s CSRD or the ISSB standards. With AI-assisted ESG reporting for ISSB and CSRD, companies can automatically map disclosures to these standards, reducing the risk of gaps or non-compliance.

It is important to note that AI doesn’t replace regulatory expertise. It assists human teams by speeding up data preparation and ensuring it is more accurate. Final judgement calls are always made by compliance officers and sustainability leads, but AI ensures they are working from a stronger evidence base.

For more on aligning sustainability with business strategy, see our ESG Advisory Services.

The ESG Performance Optimiser

At Ikano Insight, we understand the challenge of compliance but the need to be efficient. Our ESG Performance Optimiser (powered by Unravel Carbon) is therefore designed to help organisations along the ESG journey without overpromising or overstating its role.

The Performance Optimiser provides:

  • Integration with a range of data sources: This includes financial, operational, and environmental data, bringing information together in a single platform for easier ESG data management.
  • Real-time verification and tracking workflows: This helps ensure data is verified and anomalies are detected early. 
  • AI-driven reporting tools: Allowing sustainability teams to generate reports for internal stakeholders and external regulators with little manual intervention.

By bringing these abilities together, the ESG Performance Optimiser helps with ESG data assurance and gives confidence in the accuracy of reported data. It won’t guarantee compliance or solve every ESG problem, but it does make the process of gathering, checking, and reporting data far more straightforward and reliable.

For example, an organisation using the optimiser might be monitoring its energy footprint across multiple sites, detecting anomalies in reported waste data, and building a consolidated management dashboard all within the same system. Having this level of functionality allows organisations to not just report better but to find areas of real performance gain.

You can book a demo here.

See for yourself

Would you like to see practical applications of AI in ESG reporting?

Book a 30 minute demo, and chat with an ESG data expert:

 

From compliance burden to strategic advantage

As ESG reporting matures, the need for reliable, assured data has never been more urgent. Poor quality reporting undermines credibility, invites regulatory scrutiny, and can damage investor confidence. Strong ESG data assurance, underpinned by fit-for-purpose technology, allows companies to avoid these pitfalls and present a trustworthy picture of performance.

AI has an increasing role to play, from AI ESG dashboards and AI tools for ESG data validation, through to real-time ESG monitoring and AI-enabled ESG reporting for ISSB and CSRD. With enhanced AI ESG data quality and AI ESG data accuracy, these solutions give companies the confidence to please regulators and engage stakeholders with transparency.

At Ikano Insight, we believe that AI needs to be used as an enabler. Our ESG Performance Optimiser makes the handling, validation, and reporting of ESG data easier for organisations, making compliance easier and decision-making foundations stronger. It will not replace the expertise of your personnel, but it will give them the tools to do more.

Learn more about our ESG Analytics Tools or explore complementary retail-specific solutions like Profiling and Segmentation and Value Modelling to understand how data-driven insight can support wider business goals.

Written by Innes Christison

Peter Jones Head of Sustainability Ikano Insight

Snr Sustainability Business Analyst

With experience as a Head of Sustainability and supply chain expert, Innes has helped brands including Tesco, KFC and Wowcher turn sustainability strategies into enablers for growth.

Expert in carbon passporting, measuring and managing carbon across the full supply chain, Innes now works with businesses across all sectors to simplify, streamline and optimise their entire ESG reporting requirements.

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Leveraging AI to improve ESG data quality and accuracy

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Leveraging AI to improve ESG data quality and accuracy

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Leveraging AI to improve ESG data quality and accuracy

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Leveraging AI to improve ESG data quality and accuracy

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READ POST

Leveraging AI to improve ESG data quality and accuracy

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READ POST

Leveraging AI to improve ESG data quality and accuracy

By enhancing ESG data management with automation, validation, and real-time monitoring, AI helps organisations improve both the quality and accuracy of their reporting. Rather than replacing human oversight, AI works alongside it, identifying anomalies, automating reporting, and streamlining the whole process....
READ POST

Leveraging AI to improve ESG data quality and accuracy

By enhancing ESG data management with automation, validation, and real-time monitoring, AI helps organisations improve both the quality and accuracy of their reporting. Rather than replacing human oversight, AI works alongside it, identifying anomalies, automating reporting, and streamlining the whole process....
READ POST

Leveraging AI to improve ESG data quality and accuracy

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READ POST

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Leveraging AI to improve ESG data quality and accuracy

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Leveraging AI to improve ESG data quality and accuracy

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Leveraging AI to improve ESG data quality and accuracy

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READ POST

Leveraging AI to improve ESG data quality and accuracy

By enhancing ESG data management with automation, validation, and real-time monitoring, AI helps organisations improve both the quality and accuracy of their reporting. Rather than replacing human oversight, AI works alongside it, identifying anomalies, automating reporting, and streamlining the whole process....
READ POST

Leveraging AI to improve ESG data quality and accuracy

By enhancing ESG data management with automation, validation, and real-time monitoring, AI helps organisations improve both the quality and accuracy of their reporting. Rather than replacing human oversight, AI works alongside it, identifying anomalies, automating reporting, and streamlining the whole process....
READ POST

Leveraging AI to improve ESG data quality and accuracy

By enhancing ESG data management with automation, validation, and real-time monitoring, AI helps organisations improve both the quality and accuracy of their reporting. Rather than replacing human oversight, AI works alongside it, identifying anomalies, automating reporting, and streamlining the whole process....
READ POST

Leveraging AI to improve ESG data quality and accuracy

By enhancing ESG data management with automation, validation, and real-time monitoring, AI helps organisations improve both the quality and accuracy of their reporting. Rather than replacing human oversight, AI works alongside it, identifying anomalies, automating reporting, and streamlining the whole process....
READ POST

Leveraging AI to improve ESG data quality and accuracy

By enhancing ESG data management with automation, validation, and real-time monitoring, AI helps organisations improve both the quality and accuracy of their reporting. Rather than replacing human oversight, AI works alongside it, identifying anomalies, automating reporting, and streamlining the whole process....
READ POST

Leveraging AI to improve ESG data quality and accuracy

By enhancing ESG data management with automation, validation, and real-time monitoring, AI helps organisations improve both the quality and accuracy of their reporting. Rather than replacing human oversight, AI works alongside it, identifying anomalies, automating reporting, and streamlining the whole process....
READ POST

Leveraging AI to improve ESG data quality and accuracy

By enhancing ESG data management with automation, validation, and real-time monitoring, AI helps organisations improve both the quality and accuracy of their reporting. Rather than replacing human oversight, AI works alongside it, identifying anomalies, automating reporting, and streamlining the whole process....
READ POST

Leveraging AI to improve ESG data quality and accuracy

By enhancing ESG data management with automation, validation, and real-time monitoring, AI helps organisations improve both the quality and accuracy of their reporting. Rather than replacing human oversight, AI works alongside it, identifying anomalies, automating reporting, and streamlining the whole process....
READ POST

Leveraging AI to improve ESG data quality and accuracy

By enhancing ESG data management with automation, validation, and real-time monitoring, AI helps organisations improve both the quality and accuracy of their reporting. Rather than replacing human oversight, AI works alongside it, identifying anomalies, automating reporting, and streamlining the whole process....
READ POST

Leveraging AI to improve ESG data quality and accuracy

By enhancing ESG data management with automation, validation, and real-time monitoring, AI helps organisations improve both the quality and accuracy of their reporting. Rather than replacing human oversight, AI works alongside it, identifying anomalies, automating reporting, and streamlining the whole process....
READ POST

Leveraging AI to improve ESG data quality and accuracy

By enhancing ESG data management with automation, validation, and real-time monitoring, AI helps organisations improve both the quality and accuracy of their reporting. Rather than replacing human oversight, AI works alongside it, identifying anomalies, automating reporting, and streamlining the whole process....
READ POST

Leveraging AI to improve ESG data quality and accuracy

By enhancing ESG data management with automation, validation, and real-time monitoring, AI helps organisations improve both the quality and accuracy of their reporting. Rather than replacing human oversight, AI works alongside it, identifying anomalies, automating reporting, and streamlining the whole process....
READ POST

Leveraging AI to improve ESG data quality and accuracy

By enhancing ESG data management with automation, validation, and real-time monitoring, AI helps organisations improve both the quality and accuracy of their reporting. Rather than replacing human oversight, AI works alongside it, identifying anomalies, automating reporting, and streamlining the whole process....
READ POST

Leveraging AI to improve ESG data quality and accuracy

By enhancing ESG data management with automation, validation, and real-time monitoring, AI helps organisations improve both the quality and accuracy of their reporting. Rather than replacing human oversight, AI works alongside it, identifying anomalies, automating reporting, and streamlining the whole process....
READ POST

Leveraging AI to improve ESG data quality and accuracy

By enhancing ESG data management with automation, validation, and real-time monitoring, AI helps organisations improve both the quality and accuracy of their reporting. Rather than replacing human oversight, AI works alongside it, identifying anomalies, automating reporting, and streamlining the whole process....
READ POST

Leveraging AI to improve ESG data quality and accuracy

By enhancing ESG data management with automation, validation, and real-time monitoring, AI helps organisations improve both the quality and accuracy of their reporting. Rather than replacing human oversight, AI works alongside it, identifying anomalies, automating reporting, and streamlining the whole process....
READ POST

Leveraging AI to improve ESG data quality and accuracy

By enhancing ESG data management with automation, validation, and real-time monitoring, AI helps organisations improve both the quality and accuracy of their reporting. Rather than replacing human oversight, AI works alongside it, identifying anomalies, automating reporting, and streamlining the whole process....
READ POST

Leveraging AI to improve ESG data quality and accuracy

By enhancing ESG data management with automation, validation, and real-time monitoring, AI helps organisations improve both the quality and accuracy of their reporting. Rather than replacing human oversight, AI works alongside it, identifying anomalies, automating reporting, and streamlining the whole process....
READ POST

Leveraging AI to improve ESG data quality and accuracy

By enhancing ESG data management with automation, validation, and real-time monitoring, AI helps organisations improve both the quality and accuracy of their reporting. Rather than replacing human oversight, AI works alongside it, identifying anomalies, automating reporting, and streamlining the whole process....
READ POST

Leveraging AI to improve ESG data quality and accuracy

By enhancing ESG data management with automation, validation, and real-time monitoring, AI helps organisations improve both the quality and accuracy of their reporting. Rather than replacing human oversight, AI works alongside it, identifying anomalies, automating reporting, and streamlining the whole process....
READ POST

Leveraging AI to improve ESG data quality and accuracy

By enhancing ESG data management with automation, validation, and real-time monitoring, AI helps organisations improve both the quality and accuracy of their reporting. Rather than replacing human oversight, AI works alongside it, identifying anomalies, automating reporting, and streamlining the whole process....
READ POST

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