The investment industry broadly accepts that climate risk is material, the problem is that most firms still lack the modelling systems, data architecture and portfolio tools required to detect and act on it. This panel examines how the frontier has moved beyond broad scenario overlays and ESG sentiment indicators toward a richer ecosystem of asset-level datasets, supply-chain intelligence and AI-enabled methods - and what it takes to convert climate-related effects into decision-useful signals at the portfolio level