Insights

News, insight and updates from the world of FoxyAI.

Blog

Three Takeaways From the GSE Collateral Symposium on AI and Computer Vision

FoxyAI CEO Vin Vomero was invited to speak at Fannie Mae and Freddie Mac’s Collateral Symposium on AI and Computer Vision. Three things stood out: the shift from data plus images to data from images, why image manipulation is becoming a much bigger problem, and the case for redesigning the property data workflow around one authenticated visit.

Sep 16, 2026
animated house with foxyai logo overlayed
Blog

The Real Estate Data Layer Nobody Talks About: Condition Over Time

A condition score at origination is a transaction artifact. A condition score updated quarterly, benchmarked against the property’s own history and a peer cohort, is a risk management system.

Jul 31, 2026
Blog

Insurance Carriers Are Quietly Becoming the Most Sophisticated Property Data Buyers

At every appraisal conference this year, I’ve heard the same debate play out in the hallways: Should we be using AI? How much? When?

Jun 30, 2026
Tech Blog

From Computer Vision Certainty to Agent Adaptability: Engineering for Stability in a Changing AI Landscape

FoxyAI continuously develops, audits, and updates models as an integral part of its research operations. This document outlines FoxyAI’s scientific process and highlights results from our most recent models, validating our commitment to data-driven methodologies.

Sep 11, 2025
image of man holding tablet that has light shining out of the tablet
Blog

Notes from Collateral Risk Network (CRN) D.C. – The New Uniform Appraisal Dataset 3.6 Ends the “Form-First” Era

Discover how the new Uniform Appraisal Dataset (UAD) 3.6 transforms real estate appraisals by shifting from form-first reporting to a streamlined, data-driven model—reducing errors, improving reviews, and modernizing field practices.

Aug 12, 2025
Tech Blog

Validating FoxyAI’s Scientific Foundation

FoxyAI continuously develops, audits, and updates models as an integral part of its research operations. This document outlines FoxyAI’s scientific process and highlights results from our most recent models, validating our commitment to data-driven methodologies.

Aug 29, 2024
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