Getting Started with AI for Appraisers

Getting Started with AI for Appraisers

If you’ve been hearing a lot about artificial intelligence lately and wondering what it means for your appraisal practice—or whether you even need to pay attention—you’re not alone. AI is everywhere right now: in the news, at professional conferences, in conversations with colleagues. And if you haven’t touched it yet, the whole thing can feel a little overwhelming.

Here’s the good news: you don’t need a tech background, a computer science degree, or even a particularly high tolerance for buzzwords to get started. What you need is a basic understanding of what AI is, what it can and can’t do, and how it might fit into the work you already do every day.

This guide is designed for real estate appraisers who are starting from square one. No assumed knowledge, no jargon—just a clear, practical introduction to AI, why it’s worth your attention, and how to get started.

When you’re ready for the next step, enroll in our self-paced professional development course, Foundational AI for Appraisers.

What Is AI?

Artificial intelligence is, at its core, software that can perform tasks that typically require human thinking—things like reading text, recognizing patterns, answering questions, and generating written content.

The type of AI that’s gotten everyone’s attention lately is called generative AI. Tools like ChatGPT, Microsoft Copilot, and Google Gemini fall into this category. These tools are trained on enormous amounts of text and can hold conversations, draft documents, summarize information, answer questions, and more. You interact with them by typing a prompt and receiving a response.

That’s really it at the most basic level. It’s a sophisticated tool that processes language and generates responses. The more clearly you communicate with it, the more useful its output tends to be.

Why AI Matters for Real Estate Appraisers

You may be thinking: I’ve been doing this job just fine without AI. Why change anything now? That’s a fair question—but consider this: think about the tasks in your workflow that are repetitive, time-consuming, or purely administrative:

  • Writing boilerplate language for standard market conditions commentary
  • Drafting a professional response to a reconsideration of value request
  • Organizing your notes from a property inspection into a coherent narrative
  • Summarizing comparable data you’ve already pulled

AI tools can assist with all of those tasks. Not by replacing your analysis or your judgment—but by handling the mechanical, language-heavy parts so you can focus on the work that actually requires your expertise.

Appraisers who learn to use AI effectively are finding that it helps them work faster, communicate more clearly, and reduce the administrative drag on their day. That’s a meaningful competitive advantage.

We recently surveyed our community of appraisers to find out exactly where they’re finding the most value—and you may find the results helpful. The top two areas where respondents are finding AI tools most effective are “writing narrative for appraisal reports” and “research (property, regulations, records).”

What AI Can’t Do in Appraisal

This is important, so it’s worth saying clearly: AI cannot appraise a property.

It cannot inspect a home. It cannot interpret what it observes on the ground. It cannot apply the kind of contextual, local market knowledge that comes from years of working in a specific area. It cannot exercise professional judgment. And it cannot take responsibility for a valuation conclusion.

Every appraiser who uses AI needs to understand that the tool is an assistant, not a decision-maker. Your name is on the report. Your license is on the line. AI can help you get there more efficiently—but the analysis, the reasoning, and the final conclusions are always yours.

USPAP is clear on this point: appraisers are responsible for everything in their work product. Using AI doesn’t change that. If anything, it raises the bar for critical evaluation. When AI generates a response, your job is to review it, question it, and decide whether it meets your professional standards before it goes anywhere near a report.

A Few Things AI Gets Wrong

One of the most important things to know as a beginner is that AI tools can produce outputs that sound completely confident and completely wrong at the same time. This is sometimes called a “hallucination”—where the tool generates plausible-sounding but inaccurate information.

This means you should never use AI output without reviewing it carefully. If an AI tool drafts market conditions commentary for you, verify the data it’s drawing on. If it summarizes a guideline or regulatory requirement, check the source. Treat AI output the way you’d treat an unsourced first draft: useful as a starting point, but not something you’d sign off on without scrutiny.

The habit of critical review isn’t new to appraisers—it’s already built into how you approach every assignment. Apply that same instinct to everything AI produces.

Survey Results: In What Aspects of the Appraisal Process Are AI Tools Most Effective?

Knowing that AI can help is one thing—knowing where it’s actually delivering value for working appraisers is another. To find out, we surveyed our community of real estate appraisers and asked: “In what aspects of your appraisal process have AI tools been most effective? (Select top three.)” Here’s what they said.

While 23% of survey respondents said they haven’t applied AI tools to their appraisal process yet, 40% identified “writing narrative for appraisal reports” and 33% identified “research (property, regulations, records)” among the top areas in which they’re finding AI tools to be most effective.

“Summarizing documents” (20%), “market analysis (17%), and “responding to appraisal disputes or reconsideration of values” (17%) are other aspects of the appraisal process where AI can be particularly useful, according to survey respondents.

What’s clear from the data is that appraisers aren’t using AI to replace core valuation work. They’re using it to handle the surrounding tasks that consume time without requiring professional judgment. That’s exactly the right place to start, and it’s a good model to follow as you’re getting comfortable with the tools.

How to Get Started with AI

You don’t need to take a deep dive on day one. And if you’re wondering where to begin, the survey results above are a useful guide. Tasks like narrative report writing and property research ranked at the top, and they’re also great starting points.

Here are a few low-stakes ways to start building familiarity with AI tools:

  1. Try a free tool. ChatGPT, Microsoft Copilot (built into Windows and Edge), and Google Gemini all have free versions. Create a free account and spend 15 minutes exploring. Ask it to explain something, summarize a paragraph, or draft a few sentences on a topic you know well—so you can evaluate the quality of what it produces.
  2. Start with non-report tasks. Use AI to help draft a client email, organize your to-do list, or write a professional bio. Low stakes, zero compliance risk, and a good way to get comfortable with how these tools respond to different types of requests.
  3. Be specific when you ask for something. AI tools work best when you give them clear context. Instead of “write about market conditions,” try “write a two-sentence summary of a stable residential market with low inventory and rising median prices.” The more detail you provide, the more useful the output.
  4. Stay skeptical. Treat every response as a first draft. You’re the professional in the room—and that doesn’t change just because a tool is helping you write faster.

The Bottom Line

AI isn’t going to replace the appraiser. But real estate appraisers who understand how to use AI responsibly and effectively will have a real edge over those who don’t.

You don’t need to become an AI expert overnight. You just need to start. Get familiar with the tools, learn their limitations, and figure out where they fit into your workflow. The learning curve is gentler than you might expect—and the upside for your practice is real.

Ready to take the next step? McKissock’s Foundational AI for Appraisers is a self-paced professional development course built specifically for appraisers who want to integrate AI into their everyday workflows responsibly and effectively. In approximately 4–5 hours, you’ll build the practical skills and confidence to start using AI in your practice—on your terms.