Swish Appraisal
Articles (English)

Appraiser E&O Insurance: 2025 Guide to Cost & Coverage
Learn about appraiser E&O insurance costs and coverage for 2025. This guide compares top carriers, analyzes premiums, and offers risk mitigation tips based on U

Appraisal Data Sources: MLS vs. Public Records & 3rd-Party
A detailed comparison of appraisal data from MLS, public records, and aggregators. Explore our 2025 matrix on data accuracy, coverage gaps, and timeliness.

Appraisal Data Stack: A Guide to MLS & Public Record Data
Learn how appraisers integrate MLS, public record, and alternative data. This technical guide covers data sources, APIs like RESO, and MISMO standards.

AI in Appraisals: A 2025 Vendor & Technology Analysis
A technical analysis of AI in real estate appraisals. Compare 2025 vendor platforms, AVM technology, feature sets, and how AI addresses appraisal bias.

Best States for Appraisers: A 2026 Business Viability Index
Explore our 2026 Appraiser Business Viability Index. We rank the best states for appraisers based on salary, demand, PAREA adoption, and competition.

Improving Property Appraisals with Geospatial Data & GIS
Explore the role of geospatial data and GIS in modern property appraisals. Learn how spatial analysis improves valuation accuracy over traditional methods.

AI for Appraisers: LLMs, Commentary Models & USPAP Guide
A technical guide for appraisers on using generative AI commentary models. Learn how LLMs work, their benefits, risks, and how to ensure USPAP compliance.

UAD 3.6 & ANSI Z765: A Guide to New Appraisal Measurement
Learn how UAD 3.6 and the ANSI Z765-2021 standard are changing property measurement for appraisers. Understand the new rules from Fannie Mae for 2026 reports.

Appraisal Data Integration: A Guide to Top 10 Solutions
Learn about appraisal data integration for real estate valuation. This guide explains 10 key solutions, including data standards like UAD/MISMO and platforms.

Property Data Collection (PDC/PDR) Providers: A 2025 Guide
Understand Property Data Collection (PDC/PDR), a key appraisal alternative. This guide explains Fannie Mae's VA+PD, Freddie Mac's ACE+PDR, and the UPD standard

Best States for Appraiser Trainees: Jobs, PAREA & Data
Find the best states for appraiser trainees based on data for jobs, salary, and PAREA adoption. Learn how workforce size and regulations shape your career path.

UAD 3.6 & ULDD Phase 5: A Complete Readiness Guide
Get ready for the UAD 3.6 and ULDD Phase 5 cutover. Our guide explains the new MISMO 3.6 standards, key deadlines for 2025/2026, and readiness steps for lenders

API Integration for Review Workflows: A Technical Guide
Learn how to integrate an analysis API into your review workflow. This guide covers strategies for automating code reviews and customer feedback using AI and we

How Computer Vision Scores Property Condition (C1-C6 Ratings)
Learn how computer vision analyzes photos to score property condition for real estate appraisals. Explore AI methods for assigning C1-C6 ratings from images.

AVM Quality & Model Risk: Regulation, Validation & Best Practices
Learn about AVM quality and model risk management. This guide covers the 2025 Interagency Final Rule, validation techniques, fair lending, and data quality best

Comparing Appraisal Software: Features and Applications
An analysis of U.S. real estate appraisal software, covering key features like AI valuation, cloud management, and data automation for property professionals.

California Real Estate Appraiser Licensing Requirements
Learn the requirements to become a licensed real estate appraiser in California. This guide covers education, experience, exams, and license levels from BREA.