Climate risk becomes a real-time input to pricing

Today: climate and ESG data is mostly self-reported, periodic, and hard to act on — a compliance artifact more than a decision input.

The next five years: it becomes live and decision-grade, feeding directly into how lenders price loans, insurers price risk, and investors allocate. Physical and transition risk get quantified at the asset level.

The AI relation: models turn satellite, sensor, and disclosure data into usable risk scores at scale — closing the gap between climate data existing and climate data being actionable.

Signal: climate data is becoming operational pricing input. Watch it move from the sustainability report into the underwriting model.