Appraisers quietly started using LLMs for comp narratives and adjustment justification.
Appraisers quietly started using LLMs for comp narratives and adjustment justification. The problem: hallucinated comps, invented adjustment rationales, and inconsistent reasoning across the same report — all invisible until a reviewer, lender, or state board catches it. ValGuard is the audit built from our real agent-guardrail tooling (guardrail-lens, the Kaggle attack corpus): we run their AI-assisted workflow against our fact-consistency checks and deliver the Blind Spot Report — every failur…
Appraisers quietly started using LLMs for comp narratives and adjustment justification. The problem: hallucinated comps, invented adjustment rationales, and inconsistent reasoning across the same report — all invisible until a reviewer, lender, or state board catches it. ValGuard is the audit built from our real agent-guardrail tooling (guardrail-lens, the Kaggle attack corpus): we run their AI-as
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