The AI maturity curve in CRE
Week 43: From Reactive to Predictive
In this weekly series, we explore how the commercial real estate industry is being transformed by data and digital infrastructure. Guided by the principles in Peak Property Performance, we unpack a new idea every week to help owners unlock value, reduce risk, and future-proof their portfolios. Learn more about OpticWise and Bill Douglas, the authors of this series.
Most CRE operations today are still reactive.
An HVAC unit fails.
A tenant submits a ticket.
A water leak is discovered after damage spreads.
Energy bills spikeโand then someone investigates.
This model has worked for decades. But itโs inefficient, expensive, and increasingly unacceptable in a margin-compressed environment.
The shift happening now is from reactive to predictiveโand itโs powered by Data & Digital Infrastructure (DDI).
The AI Maturity Curve in CRE
AI adoption in commercial real estate doesnโt happen overnight. It follows a maturity curve.
Level 1: Reactive
- Issues are discovered after failure.
- Reporting is manual.
- Data is siloed.
- Decisions rely heavily on experience and intuition.
This is where most portfolios still operate.
Level 2: Descriptive
- Dashboards show historical data.
- Energy usage, maintenance logs, and occupancy trends are visible.
- Leaders can see what happenedโbut not necessarily why.
This is progress. But itโs still backward-looking.
Level 3: Diagnostic
- Systems are integrated.
- Data is normalized.
- Patterns begin to emerge.
- Root causes are identified more quickly.
At this stage, operators can explain performance variances instead of guessing.
Andrew Stanton CEO Proptech-PR
Will Vistry Group UKโs largest new home developer go under?
Has Greg Fitzgerald made all the wrong moves leaving developer on the brink?
Vistry Group, under the leadership of Greg Fitzgerald, is facing challenges that go beyond a typical housing market downturn. What may appear to be cyclical pressure is, in reality, a deeper structural issue within the companyโs operating model. The business has shifted aggressively toward a partnerships-led strategy, prioritising affordable housing delivery in collaboration with housing associations and local authorities over traditional open-market sales. While this approach was designed to reduce exposure to market volatility and align with government housing policy, it has introduced a different set of risks.
The partnerships model inherently operates on lower margins, and those margins are now being further squeezed by rising build costs and delays in funding flows. In addition, Vistry has become increasingly dependent on counterparties that are themselves financially constrained, particularly housing associations facing balance sheet pressures. Rather than eliminating risk, the company has effectively exchanged market-driven risk for institutional and political dependency.
This strategic shift has been compounded by execution issues, most notably following the acquisition of Countryside Partnerships. The deal, intended to accelerate growth and strengthen the partnerships model, has instead revealed weaknesses in cost control, due diligence, and integration. Mispriced land, cost overruns, and forecasting errors have led to significant financial hits and multiple profit warnings. These are not isolated incidents but indicators of deeper operational strain within the organisation.
Fitzgerald has been instrumental in shaping Vistryโs current strategy and scaling the business, but the concentration of leadership and governance concerns have come into sharper focus as challenges have mounted. With a planned leadership transition on the horizon, the company faces a period of uncertainty at a time when stability and clear direction are critical.
Externally, Vistry is one of the most policy-exposed housebuilders in the UK. Its reliance on government-backed affordable housing programmes means that delays, funding gaps, or political shifts can have a direct and immediate impact on performance. In effect, the company operates with characteristics of a public delivery partner but without the financial backing or protections typically associated with that role.
At its core, the issue facing Vistry is a misalignment between its strategy, operations, and capital structure. The partnerships model generates lower margins, the operational platform has struggled to deliver consistent cost control, and the balance sheet leaves limited room for error. This combination creates a negative cycle in which margin pressure reduces cash generation, increasing financial strain and forcing further compromises on profitability.
Andrew Stanton CEO Proptech-PR
Propelos brings conversational AI Property Search to European luxury real estate agencies
Propelos live with Costa Sunsets on Spainโs Costa del Sol.
Propelos brings conversational AI Property Search to European luxury real estate agencies, the embeddable agent plugs into an agencyโs existing property data, deploys in 24 hours and replaces outdated filter-based search with natural language conversations powered by a multi-LLM architecture. Already live with Costa Sunsets on Spainโs Costa del Sol.
Propelos has launched an AI-powered property search agent that luxury real estate agencies can embed on their websites to let buyers search in plain language. The product, believed to be the first of its kind in Europe, connects to an agencyโs property data from multiple sources and returns matching listings through a conversational interface that supports over 95 languages.
European luxury real estate still relies heavily on filter-based search interfaces that have barely changed in two decades. Prospective buyers landing on an agencyโs website are faced with dropdown menus for location, price, bedrooms and property type. The result is a search experience that cannot capture nuance, lifestyle preferences or the kind of specific requirements common among high-net-worth buyers.
It addresses this by giving agencies an AI search agent that lives on their own website. Buyers can type queries like โmodern villa with sea views and a home office, near an international school, under โฌ2.5Mโ and the agent returns relevant properties from the agencyโs portfolio. The system works exclusively with the agencyโs own property data, which keeps buyers within the agencyโs ecosystem and ensures the agency captures every lead.
Live Deployment
Costa Sunsets, an award-winning luxury real estate agency on Spainโs Costa del Sol, is the first agency live with Propelos, Technical Architecture. It uses a multi-LLM architecture combining models from OpenAI, Google and Anthropic.
Business Model & Target Market
The product is sold on a subscription basis with a one-off setup fee and a monthly or annual plan.
Andrew Stanton CEO Proptech-PR
