AI-Driven Data Makes Corporate Climate Performance Observable Without Disclosure

Forward Analytics CEO Moritz Baer argues that advances in AI-driven data collection, satellite observation, and entity resolution have made corporate climate transition performance empirically observable regardless of disclosure requirements. The analysis contends that weakening EU sustainability reporting obligations shifts accountability from regulation to courts, supervisors, central banks, and investors using external data.

Three underlying data capabilities now enable outside-in assessment of corporate climate performance: satellite-based emissions measurement, reconstruction of physical assets and ownership structures at scale, and identification of transition-related capital expenditure decisions. These capabilities allow analysts to build detailed company transition profiles covering emissions, asset inventories, ownership links, and capital allocation without relying on corporate self-reporting. Forward Analytics has assembled such profiles for tens of thousands of companies using AI-driven data structuring.

The analysis uses ArcelorMittal and ENGIE as case studies. ArcelorMittal's bottom-up profile, resolved across 33 subsidiaries, more than 20 countries, and 64 industrial assets, shows that its current investment pipeline has locked in only a small share of the emissions reduction required for 1.5 degrees Celsius alignment by 2030. ENGIE, by contrast, with 51 subsidiaries across nearly 40 countries and more than 100 facility-level investment plans, shows observable renewables build-out and thermal asset retirements consistent with a below-2 degrees Celsius sector pathway.

The implications for financial institutions are significant. Banks, insurers and asset owners face climate transition risk based on what companies actually do — how and where they invest and which assets they expand or retire — rather than what they disclose. A recent open letter from more than 50 European legal scholars warned that removing transition plan requirements under the Corporate Sustainability Due Diligence Directive creates legal incoherence and increases litigation exposure by shifting enforcement to courts and national systems, referencing rulings such as Milieudefensie v Shell.

Key figure — 33 subsidiaries, 20 countries