AI isn’t one thing, and neither is credit risk. Machine learning has shaped decisioning and portfolio management for years — well understood by some, underused by many. Generative and agentic tools are newer and powerful in the right places, yet capable of being confidently wrong. This spotlight explores which forms of AI belong where across the credit and fraud lifecycle, the guardrails that are needed, and how to tell real capability from a headline.
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