Every AMC talks about appraiser panel quality. Almost none of them measure it correctly. Instinct is understandable. Panel quality feels like something you know when you see it a well-credentialed appraiser, low revision rates, and clean reports. But \"we know good when we see it\" is not a management strategy. It\'s a gap that’s being treated as judgment, and in competitive AMC operations, that gap costs real money.