Where Are We With AI-Powered Real Estate Search? With Mathew Heywood, CEO of NeuralIndex from The PPW Podcast

Where Are We With AI-Powered Real Estate Search? With Mathew Heywood, CEO of NeuralIndex

49 minutes Posted Mar 10, 2026 at 8:04 am.

Introduction to AI in Real Estate Search03:04 The Limitations of Current Property Portals06:41 The Complexity of Property Search Queries10:30 Data Enrichment for Enhanced Search Experience12:30 Subjective vs. Objective Queries in Real Estate15:49 Combining Fast and Agentic Search Methods18:40 Impact on Traditional Portal Business Models22:40 Missteps in AI Real Estate Search25:59 Why Traditional Portals Struggle with Innovation29:21 The Future of AI in Property Portals31:52 The Impact of AI on Mortgage Brokers34:58 Navigating Challenges in Real Estate Markets37:12 Enhancing User Experience with Data40:04 The AI Search Landscape in Real Estate43:42 Predictions for AI Adoption in Real Estate

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Mathew Heywood is the CEO of NeuralIndex, a specialist that helps portals turn listing photos (and other inputs) into queryable, semantically enriched data.We spoke to Mathew because NeuralIndex sponsored The State of AI-Powered Real Estate Search and because his central claim maps neatly onto what the benchmark shows: most portals can only “converse” over thin listing data unless they enrich it first.Chapters

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