AI articles
AI in appraisal practice
These articles track AI in valuation work: how often appraisers use it, where it still makes errors, what an AI-assisted market analysis contains, and which checks stay with the appraiser under USPAP and Advisory Opinion 41.
Anthropic replaced git with Scion: what it means for appraisal review
Anthropic reports merges grew 12x in four months, so it replaced git with a server-first system called Scion. Appraisal review faces the same redesign choice.
AI’s next chapter is physical: reading a16z’s State of Markets II
A $777 billion forecast buildout, uneven adoption and repriced software. We read all 90 pages to trace where the next AI dollar creates value.
What AI-built market analysis looks like: Collin County, 61,104 listings
Two years of Collin County MLS data, analyzed with AI: what a fuller market analysis shows, which checks stay with the appraiser, and what clients could get.
The 2.2% number: what AI adoption looks like for appraisers
An a16z chart says about 2% of US households pay for AI. Appraisers have tried it far more often. This piece covers how deep that use goes under AO-41.
AI hallucinations: what has improved, and what has not
AI makes fewer errors when you give it the facts. From memory, it still invents comps and citations. What changed since 2023 and where it goes next.
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