Blog

Forget Prompt Engineering

The future is context engineering. Why structured data matters more than clever prompts. Prompts are not intellectual property—but verified, structured context is a durable competitive advantage.

Read more →

From PDFs to Property Intelligence

What the AI era unlocks for appraisal firms that have been structuring data for decades. Commercial appraisers already possess one of the richest, best-structured private datasets in real estate—AI unlocks new ways to access and use it.

Read more →

Appraisals as a Chain of Thought

A professional reflection on how valuation analysis mirrors modern reasoning frameworks in AI. Real estate appraisers have been doing structured, step-by-step reasoning for decades—modern AI is only now catching up.

Read more →