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ai ai commentary models ai in appraisal ai in real estate ansi z765-2021 api integration appraisal alternatives appraisal bias appraisal data appraisal data integration appraisal data sources appraisal data standards appraisal industry trends appraisal liability appraisal management software appraisal modernization appraisal risk management appraisal software appraisal standards appraisal technology appraiser business viability appraiser e&o insurance appraiser education appraiser experience appraiser jobs appraiser salary appraiser salary by state appraiser shortage appraiser trainee automated valuation model avm avm quality best states for appraisers brea california appraiser license certified appraiser chatgpt for appraisers claims-made policy code review collateral evaluation comparable sales computer vision convolutional neural network customer feedback data automation data integration e&o insurance cost fair lending fannie mae fannie mae va+pd freddie mac ace+pdr generative ai geospatial data gis in real estate gross living area image analysis interagency final rule large language models loan delivery dataset location analytics mass appraisal mismo mismo 3.6 mls data mls vs public records model risk management model validation mortgage compliance mortgage technology mortgage valuation non-disclosure states parea property appraisal property condition rating property data collection property measurement property valuation proptech public records real estate ai real estate appraisal real estate appraiser real estate data real estate data accuracy real estate technology real estate valuation reso web api review workflow sentiment analysis square footage calculation third-party data aggregators uad uad 3.6 uldd phase 5 uniform appraisal dataset uniform mortgage data program uniform property dataset uspap uspap compliance valuation accuracy webhooks workflow automation workflow management