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Property AI Report

Property AI Report

De : Mal McCallion; Matt Goddard
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Step into the future of property marketing with the Property AI Report (PAIR), hosted by Mal McCallion, a 25-year industry veteran who helped launch both Zoopla and Primelocation and Matt Goddard, ex-Foxtons agent and proptech legend via Reapit and many others.

Each week, gain cutting-edge insights on the property market, AI and PropTech, plus an exclusive AI Tool of the Week that promises to boost your market share, revenue, or productivity – ensuring you stay ahead in the rapidly evolving world of UK estate agency.

© 2026 ModelProp AI
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  • Property AI Report 097 - Trump's AI Nameswap, UK Property AI Investment & Cheap Mortgages Disappear
    Oct 8 2026

    Property AI Report — Weekly digest of property and AI news

    Mal McCallion and Matt Goddard cover a busy week across property and AI: new rental regulation, rising mortgage rates, a major investment in conversational AI, and announcements from OpenAI, Apple, Google, and Microsoft.

    Key topics

    • New rental regulations: The hosts discuss the PRS rental database rollout, rent control proposals, and damp and mould law changes—and what compliance could mean for landlords and letting agents.
    • Property Franchise Group invests in Enteka: The company has taken a 25% stake in the AI firm, whose tools support call handling and lead enquiries across voice and WhatsApp.
    • Mortgage rates rise: The hosts discuss the disappearance of cheaper fixed-rate deals and the pressure that higher borrowing costs may put on buyers and agents.
    • OpenAI Dev Day: They unpack announcements including Dots, sign-in with ChatGPT, Pages, Sites, and new pricing tiers.
    • How people use AI: A discussion of paid AI adoption, and the difference between casual use and integrating AI into everyday workflows.
    • AI, permissions, and platforms: The conversation explores Apple’s tighter Mac OS access controls, Google’s upcoming model, and AI’s growing ability to use a computer.
    • Tool of the week: GitHub Copilot adds computer-use capabilities, prompting a comparison with other coding agents.

    Timestamps

    00:29 — Welcome to the Property AI Report
    01:09 — Rental database, rent controls, and damp and mould law changes
    02:15 — The cost and burden of property regulation
    03:14 — Rental database rollout begins in the West Midlands
    04:47 — Property Franchise Group takes a 25% stake in Enteka
    06:02 — Conversational AI for estate agency call handling and lead enquiries
    08:02 — Cheaper fixed mortgage deals disappear
    09:37 — How a tougher market could affect estate agents
    10:04 — OpenAI Dev Day announcements
    11:12 — Dots and the idea of multiple personal agents
    12:38 — OpenAI’s sign-in, Pages, and Sites announcements
    13:29 — OpenAI pricing and the new Pro plan
    14:24 — Paid AI adoption and how people use AI
    15:53 — AI and recent maths breakthroughs
    18:48 — The proposal to rebrand AI as “SI”
    22:28 — Apple tightens Mac OS access controls
    23:40 — Why granular permissions matter for AI agents
    28:01 — Google’s upcoming Gemini model
    29:58 — Tool of the week: GitHub Copilot gains computer use
    31:22 — Mal’s take on Copilot, Codex, and Claude Code


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    32 min
  • Property AI Report 096 - Purplebricks' Fumble, REA's Daft & AI's Cheaper Everywhere
    Sep 30 2026

    Property AI Report — Weekly Property and AI News Roundup

    Mal McCallion and Matt Goddard cover a packed week of property news and AI launches, focusing on what matters for agents, portals, and proptech operators. The episode ranges from Purplebricks’ latest funding and HMRC story to new AI models, personal agents, voice tools, and the direction of regulation and licensing in the UK property market.The hosts explore major industry shifts, the growing role of vendor-paid advertising, and how to assess AI tools by benchmark, use case, and workflow—not hype.

    Key topics

    • Purplebricks faces fresh scrutiny after a report about an HMRC winding-up order, followed by a denial and renewed focus on its financial position.
    • The business has reportedly received another £34 million lifeline from Sir Charles Dunstone.
    • Purplebricks’ accounts were still overdue at the time of the discussion, including filings for the year ending March 2025. The delay was attributed to a new CFO appointment.
    • REA Group has taken a 35% stake in Daft, the major Irish property portal—a move the hosts connect to the rise of vendor-paid advertising.
    • Vendor-paid advertising could signal a major shift in portal revenue models, with sellers funding marketing directly, as is common in Australia.
    • The UK government has confirmed plans for mandatory licensing for agents. The hosts discuss how regulation might target rogue operators without unfairly burdening reputable lettings businesses.
    • A 2.5% Help to Buy-style initiative is discussed as a possible stimulus in a flat, cautious market.
    • The episode covers new AI model releases and the trend toward more capable intelligence becoming available at lower cost.
    • Model personality is emerging as a form of user experience, including why some users switched away from Opus 5.
    • Personal agents are developing into lightweight task runners for inbox curation, LinkedIn triage, shopping, and other repeatable jobs.
    • As AI systems become more capable and autonomous, the hosts consider calls from AI leaders for coordination and regulation.
    • 11Labs v4 is part of the broader voice AI wave. The hosts argue that good architecture matters more than simply plugging in a voice API.
    • The practical tool of the week: use voice input with large language models, especially for brain dumps and drafting.

    Timestamps

    00:00 — Weekly intro and episode overview
    00:52 — Purplebricks winding-up order story and the HMRC confusion
    01:22 — Another £34 million lifeline for Purplebricks
    02:44 — Overdue accounts and the new CFO explanation
    03:13 — REA Group buys into Daft in Ireland
    04:12 — Why vendor-paid advertising matters for portals
    05:35 — Portals, revenue diversification, and charging consumers more
    06:33 — Mandatory licensing for agents announced
    08:22 — Why regulation is welcome, but blanket industry bashing is not
    08:51 — The 2.5% Help to Buy-style initiative
    09:45 — Major AI releases and the pace of model launches
    10:12 — ChatGPT 6, Sol, Luna, and cheaper intelligence
    11:05 — Why model personality is becoming the new UX
    12:28 — Anthropic’s focus on consistency and model personality
    13:21 — Personal benchmarks for choosing the right AI tool
    14:17 — Testing models against property-writing tasks
    15:15 — Transition into personal agents
    15:44 — What personal agents are and how they differ from workhorse models
    16:39 — Using agents to manage LinkedIn and inbox noise
    17:36 — OpenClaus, Grokbot, and the trade-off between flexibility and convenience
    18:34 — Practical use cases like shopping and scheduled tasks
    20:29 — AI safety concerns from the AI “godfathers”
    21:24 — 11Labs v4 and the rise of usable voice AI
    22:21 — Why shallow AI voice integrations fail
    23:15 — Architecture, latency, and the uncanny valley problem
    24:14 — Meta Connect, Muse, and Zuckerberg’s latest AI push
    25:33 — The week’s practical tool: use voice input instead of typing
    26:02 — Wrap-up and closing remarks

    Notable quotes

    • “Intelligence is getting better and is getting cheaper.”
    • “The personality of the model is actually the new UX.”
    • “Start using voice rather than trying to type everything.”

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    25 min
  • Property AI Report 095 - AI Portal Pile-on, Children's AI Hospital & Neuralese AI Language
    Sep 23 2026

    In this episode, we explore the latest developments in property portals, AI innovations, and their impact on the real estate industry. Join us as we analyse market shifts, new technologies, and future trends shaping the property landscape.

    Chapters

    00:00 Introduction to property market shifts and portal valuations
    01:59 Shareholder activism and valuation changes in property portals
    03:57 Data ownership, trust, and the future of property portals
    06:06 Launch of MyPorta and market competition
    07:54 Changing agent behaviours and portal dependency
    09:59 Legal and contractual shifts in Australian property portals
    11:49 AI's positive impact on healthcare and science
    15:50 Emerging AI tools and personal assistants
    20:00 Concerns about AI language and communication
    24:01 Innovations in AI classification and response systems
    27:47 Whimsical AI and language development
    31:01 AI safety, IPOs, and industry outlook
    33:10 Upcoming events and closing remarks

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    34 min
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