CSRD's 2025 reporting deadline turned ESG disclosure from a marketing exercise into a regulated audit obligation. Most companies are still assembling disclosures by hand, which produces inconsistent numbers, missed deadlines, and audit findings. This track sequences the data foundation first so the disclosure layer has something defensible to map.
A data governance framework ensuring ESG metrics are defined, collected, validated, and controlled with the same rigor applied to financial data.
Systematic quantification of organizational greenhouse gas emissions across Scopes 1, 2, and 3 following GHG Protocol standards.
Systematic GHG measurement across all 15 Scope 3 categories — supply chains produce ~11× direct emissions; mandatory under EU CSRD.
AI models that automate product carbon footprint calculation from BOM and supplier data, compressing full LCA timelines from months to days.
Automated generation of sustainability disclosures meeting CSRD/ESRS, ISSB, SEC, GRI, and other framework requirements from a unified data.
AI systems that automatically validate ESG data quality, detect anomalies, and generate assurance-ready evidence packages for external auditors.
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