[{"data":1,"prerenderedAt":190},["ShallowReactive",2],{"blog-cat-ai":3},[4,51,88,120,158],{"slug":5,"title":6,"seoTitle":7,"description":8,"date":9,"updated":10,"category":11,"pillar":12,"howto":13,"keywords":14,"tags":24,"related":29,"faq":33,"words":49,"minutes":50},"ai-appraisal-software-2026","AI Appraisal Software in 2026: What It Does, and What It Shouldn't","AI Appraisal Software in 2026: An Honest Guide | Carat","AI appraisal software in 2026, explained for working appraisers: what automation should handle, where AVMs fit, and why your judgment and signature stay.","2026-10-14","2026-10-25","ai",true,false,[15,16,17,18,19,20,21,22,23],"ai appraisal software","ai for appraisers","appraisal automation","machine learning appraisal","automated valuation model","will ai replace appraisers","ai appraisal tools","appraisal software with ai","uad 3.6 ai",[25,26,27,28],"AI","Automation","UAD 3.6","AVMs",[30,31,32],"will-ai-replace-appraisers","ai-catches-amc-revision-requests","data-driven-adjustments-from-past-reports",[34,37,40,43,46],{"q":35,"a":36},"What is AI appraisal software?","It is report software that uses automation and statistical models to handle clerical work for the appraiser: filling public-record data, checking the report against rules, and summarizing the appraiser's own past data. The appraiser still inspects, analyzes, concludes value and signs.",{"q":38,"a":39},"Can AI write my appraisal report?","It should not. USPAP holds the appraiser responsible for the analysis and the conclusions in the report. Software can fill facts and flag errors, but the narrative, the adjustments and the value opinion need to be yours.",{"q":41,"a":42},"Is an automated valuation model the same as an appraisal?","No. An AVM is a computer model that estimates value from data without an inspection or an appraiser's analysis. An appraisal is a credentialed appraiser's opinion of value developed under USPAP.",{"q":44,"a":45},"Does the 2024 AVM quality control rule apply to appraisers?","The interagency rule, effective October 1, 2025, applies to mortgage originators and secondary market issuers that use AVMs for credit decisions. The CFPB's compliance guide says it does not cover the development of an appraisal by a certified or licensed appraiser.",{"q":47,"a":48},"What should I look for in AI tools for appraisers?","Look for automation you can check: every auto-filled value shows its source, every warning links to the field, and nothing goes into the report without your review. Avoid tools that produce a value or commentary you cannot trace.",2684,12,{"slug":32,"title":52,"seoTitle":53,"description":54,"date":55,"updated":10,"category":11,"pillar":13,"howto":13,"keywords":56,"tags":64,"related":68,"faq":70,"words":86,"minutes":87},"Your Past Reports Are a Data Set: Data-Driven Adjustments from Your Own Work","Data-Driven Appraisal Adjustments | Carat","Data-driven appraisal adjustments from your own work: paired sales, grouped data, regression, your own medians, and how a firm archive becomes support.","2026-10-20",[57,58,59,60,61,62,63,18],"appraisal adjustments","data-driven adjustments","paired sales analysis","grouped data analysis appraisal","regression appraisal adjustments","support appraisal adjustments","gla adjustment per square foot",[65,25,66,67],"Adjustments","Paired Sales","Workfile",[5,69,31],"switch-appraisal-software-without-losing-comps",[71,74,77,80,83],{"q":72,"a":73},"How do appraisers support adjustments?","With market evidence: paired sales, grouped data analysis, regression, cost and depreciation analysis, and other commonly accepted methods. Fannie Mae's Selling Guide says adjustments must reflect the market's reaction and that a statement only recognizing an adjustment was made is not acceptable.",{"q":75,"a":76},"What is paired sales analysis?","Paired sales analysis compares two sales that are alike except for one feature, so the difference in price (after accounting for time and other differences) indicates what the market paid for that feature.",{"q":78,"a":79},"Can I use my own past appraisals to support adjustments?","Your past reports hold verified sales and the adjustments you developed, which makes them a useful data set for checking consistency and finding pairs. The support in a new report still has to reflect the current market, so treat your history as evidence to test, not a rate to copy.",{"q":81,"a":82},"Does Fannie Mae limit net and gross adjustments?","No. Fannie Mae's Selling Guide says it does not have specific limitations or guidelines associated with net or gross adjustments. Adjustments should reflect the market's reaction to differences.",{"q":84,"a":85},"Is regression better than paired sales?","Neither is better in every case. Regression uses many sales and handles several variables at once, but needs enough clean data. Paired sales are easy to explain but hard to find in thin markets. Many appraisers use both and reconcile.",1683,7,{"slug":31,"title":89,"seoTitle":90,"description":91,"date":92,"updated":10,"category":11,"pillar":13,"howto":13,"keywords":93,"tags":100,"related":103,"faq":106,"words":119,"minutes":87},"How AI Catches AMC Revision Requests Before You Deliver","How AI Catches AMC Revision Requests | Carat","How AI checks catch AMC revision requests before you deliver: the UAD 3.6 rules behind them, a pre-delivery review, and what software can't catch.","2026-10-07",[94,95,96,17,97,98,99,16],"amc revision request","appraisal revision request","ai appraisal review","uad 3.6 compliance check","appraisal qc checklist","ucdp fatal error",[25,101,27,102],"Revisions","AMCs",[5,104,105],"amc-revision-request-survival-guide","uad-3-6-compliance-rules-fatal-warning",[107,110,113,116],{"q":108,"a":109},"Why do AMCs send so many revision requests?","Most come from three places: data errors that fail the GSE compliance rules at UCDP, inconsistencies a reviewer spots between parts of the report, and client-specific requirements or judgment questions about comps and adjustments. Software can prevent most of the first kind and some of the second.",{"q":111,"a":112},"Can AI review an appraisal before I send it?","Software can check the report against the GSE Appendix H-1 compliance rules and flag missing data, math that doesn't add up and fields that contradict each other. It cannot judge whether your comps or your value are right; that review is still yours.",{"q":114,"a":115},"What is a Fatal finding under UAD 3.6?","A Fatal finding is a compliance rule failure that stops the submission at UCDP until it is fixed. Appendix H-1 lists 728 rules for the redesigned URAR: 592 Fatal and 136 Warning.",{"q":117,"a":118},"How do I reduce revision requests from AMCs?","Run a rules check before every delivery and fix every Fatal, keep a list of each client's standing requirements, make sure commentary agrees with the grid, and answer the obvious questions in the report before a reviewer asks them.",1513,{"slug":121,"title":122,"seoTitle":123,"description":124,"date":125,"updated":10,"category":11,"pillar":13,"howto":13,"keywords":126,"tags":136,"related":139,"faq":141,"words":157,"minutes":87},"hybrid-desktop-bifurcated-appraisals","Hybrid, Desktop and Bifurcated Appraisals: Where Technology Fits","Hybrid and Desktop Appraisals Explained (2026) | Carat","Hybrid, desktop and bifurcated appraisals explained: Fannie Mae and Freddie Mac eligibility, who inspects, and how UAD 3.6 reports each scope.","2026-09-30",[127,128,129,130,131,132,133,134,135],"hybrid appraisal","desktop appraisal","bifurcated appraisal","fannie mae desktop appraisal","freddie mac hybrid appraisal","value acceptance property data","property data collection","ace+ pdr","uad 3.6 inspection method",[137,138,27,25],"Hybrid Appraisals","Desktop Appraisals",[5,30,140],"uad-3-6-complete-guide",[142,145,148,151,154],{"q":143,"a":144},"What is the difference between a hybrid and a desktop appraisal?","In a hybrid appraisal, a trained third party collects interior and exterior data on site and the appraiser relies on it. In a desktop appraisal, no one performs a current inspection for the appraisal; the appraiser relies on data sources such as public records, listings and floor plans.",{"q":146,"a":147},"What is a bifurcated appraisal?","Bifurcated is an industry term for splitting an appraisal into two assignments: property data collection by one person on site, and the analysis and value opinion by an appraiser who may never visit. Fannie Mae's hybrid appraisal is one form of it.",{"q":149,"a":150},"When does Fannie Mae allow a desktop appraisal?","Per the Selling Guide, a desktop appraisal is eligible for a one-unit principal residence purchase, including new construction, with LTV at or below 90 percent and a DU Approve\u002FEligible recommendation. Refinances, second homes, investment properties, two- to four-unit properties, condos, co-ops and manufactured homes are ineligible.",{"q":152,"a":153},"Who can be a property data collector?","Fannie Mae requires a trained and vetted collector and asks the appraiser to report the collector's workforce type, such as appraiser, appraiser trainee, real estate agent, home inspector or insurance inspector. The lender is responsible for vetting the collector.",{"q":155,"a":156},"How does UAD 3.6 handle desktop and hybrid scopes?","The redesigned URAR is one dynamic report. The appraiser reports how the interior and exterior were inspected (Physical, Virtual or No Inspection), and the property data collector's inspection is reported separately when one was used. The compliance rules check that the certification matches.",1662,{"slug":30,"title":159,"seoTitle":160,"description":161,"date":162,"updated":10,"category":11,"pillar":13,"howto":13,"keywords":163,"tags":169,"related":171,"faq":173,"words":189,"minutes":87},"Will AI Replace Appraisers? What AVMs Can and Can't Do","Will AI Replace Appraisers? AVMs Explained | Carat","Will AI replace appraisers? A plain look at what automated valuation models do well, where they fail, the new AVM rule, and where appraisers still matter.","2026-09-22",[20,19,164,165,166,167,168,18],"avm vs appraisal","ai appraisal","future of appraisers","are appraisers being replaced","avm quality control rule",[25,28,170],"Appraiser Life",[5,121,172],"appraiser-shortage-trainee-bottleneck",[174,177,180,183,186],{"q":175,"a":176},"Will AI replace real estate appraisers?","AI and AVMs already replace some appraisals, mostly on low-risk loans where lenders are allowed to waive one. They do not replace the appraiser's role on complex properties, thin markets, condition-driven values, litigation, or any assignment that needs an inspected, credentialed opinion.",{"q":178,"a":179},"How accurate are automated valuation models?","Accuracy varies by model, market and property. AVMs tend to do best on typical homes in active markets with many recent sales and worst on unique, rural or poorly documented properties. Lenders are now required to have quality control standards for the AVMs they rely on.",{"q":181,"a":182},"What is the AVM quality control rule?","It is a 2024 interagency final rule, effective October 1, 2025, that requires mortgage originators and secondary market issuers using AVMs for credit decisions to maintain controls for confidence, data integrity, conflicts of interest, random testing and nondiscrimination.",{"q":184,"a":185},"Is appraising still a good career?","The Bureau of Labor Statistics projects employment of property appraisers and assessors to grow 4 percent from 2024 to 2034, about as fast as average, with about 6,300 openings a year. Work is shifting toward complex assignments, review, and new scopes like hybrid appraisals.",{"q":187,"a":188},"Does an AVM look inside the house?","No. An AVM works from data such as public records, past sales and listings. It cannot see a failed roof, a gutted kitchen, a foundation crack or an unpermitted addition unless that information is already in its data.",1508,1793082914351]