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AI-driven Real Estate Valuation ToolsThis solution automates and streamlines the entire valuation workflow for real estate professionals by transforming raw MLS data into extensive, portal-ready reports through a step-by-step process involving data import, comparable analysis, adjustments, market condition documentation, review, and final delivery. Its main features include intelligent data parsing of multiple listings, automatic calculation of after-repair value, customizable adjustments, draft generation for market conditions and comments, quality assurance checks, and branded report creation, all designed to improve accuracy, efficiency, and consistency. It addresses the challenges of manual data management, inconsistent reporting, and time-consuming document preparation for appraisers, brokers, and mortgage service providers, making it ideal for real estate appraisal firms, valuation specialists, and mortgage underwriting teams seeking to optimize their collateral.
REOEngine can be found in AI-driven Real Estate Valuation Tools categories.
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How does REOEngine handle MLS sheets with conflicting, missing, or unusually formatted fields when building the comps list and calculating adjustments?
Asked by SaaS Browser · November 2, 2026
Answered by REOEngine Support from REOEngine · November 2, 2026
REOEngine uses a proprietary resolution rubric for unusually formatted content. It has a pre-set list of expected values for relevant fields. Conflicting field values are keyed by sheet when qualifying an MLS sheet as an input. It uses the value in the specified key field, ignoring others and any conflicting narrative text. Missing or unusually formatted data is omitted so long as none of the missing/weird values are keys for ingestion of the comparable. Ingested comparables are presented for inclusion in the list of candidate comparables for the BPO or MSR. Unlimited comparables can be ingested for consideration prior to selection for the report. Ingestion uses AI and the Claude BYOK. If key fields are omitted, then the comparable field data has to be entered manually. The system builds a comparable candidates list based only upon what it is ingested or manually entered.
Therefore, normalized data is used when making adjustments. Adjustments are suggestions based upon learned factors, preset boundaries (by field) and Adjustment Schedules. Schedules are set brokerage wide and allow both price and location bands to control adjustment logic. In all cases, Agents review and override suggested adjustments as needed prior to approval of a BPO or MSR.
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