Real estate credit analysis needs to include abductive reasoning and make more use of large language models to create a more honest, forward looking view of credit risk. Speaking on a podcast recorded by Institutional Real Estate, Inc, Vincent Noble, head of asset-based lending at Federated Hermes, said credit providers have so much analytical power at their disposal now that they should use it extensively to dig as deeply as possible, and as early as possible, to understand deal risk.