What Should an AI-Assisted Valuation Workfile Record?
Original editorial illustration for Orion Magic Books.
Orion Magic Books — Editorial
An AI-assisted valuation workflow needs more than a plausible result. Its workfile should show which evidence entered the process, which tool or model was used, and how a professional checked the output. Keeping the original response alongside review notes also makes later corrections easier to understand.
Real Estate Valuation: AI-Powered Professional Practice, the fourth volume in Alexander Crowell's series, explores this connection between analytical tools and professional control. Its subjects include data provenance, model validation, explainability, uncertainty and human oversight. Fictional valuation simulations connect those subjects with documented workflows.
A useful starting question is simple: could another qualified reviewer reconstruct the reasoning from the retained record? That question helps frame a closer reading of the book's implementation approach.
