The data is better. The workload isn't.

By Andrew Waller, Remit Consulting

Local authority estates teams have made real progress on data quality in recent years. Modern asset management systems have replaced the lever-arch files and spreadsheet patchworks that defined the sector not so long ago. Our latest research, conducted with ACES, found that ratings of "good" or "excellent" data quality doubled after teams implemented new platforms. That is a genuine achievement.

But the picture behind that headline is harder to sit with.

Three-quarters of estates professionals describe their workload as "heavy" or "extremely heavy." Only one in four feels it is manageable. These are not abstract statistics; they represent colleagues trying to deliver compliance, strategy, and day-to-day property management simultaneously, with budgets and staffing that have not kept pace with what is being asked of them.

Part of what I find striking in the data is the gap between owning a system and actually using it. When tools are not embedded in daily workflows, the efficiency gains stay on paper. The data improves; the pressure does not.

It is against that backdrop that I read the AI figures. Over 70% of respondents are either exploring or planning to adopt AI tools within the next 12 months, despite only 8% currently using them. From a sector not known for rapid technology adoption, that level of appetite tells its own story. I have described it elsewhere as a cry for help from an overstretched sector, and I stand by that.

My concern is sequencing. AI has real potential here, but automation built on inconsistent data or weak governance will not fix the workload problem; it will push it further downstream. For most teams, the immediate priority should be extracting more value from systems they already own, before adding another layer of complexity.

What the research shows me is a sector with no shortage of ambition. What it needs is the space, support, and investment to act on it.

The full findings from the 2025 ACES survey are available on request.

AI at MIPIM: from chat to consequence

by Andrew Barber

At MIPIM 2024 and 2025, artificial intelligence was hovering around the edges of the event. A session here, a fringe panel there. This year was different. AI emerged as the defining theme of the four days in Cannes, in the way ESG once was, but with a critical distinction: it is no longer being discussed as an ambition. It is something the industry is actively, if unevenly, having to deal with.

The timing of our own research felt apt. The 2026 AI in Real Estate Survey, produced by Remit Consulting with Antony Slumbers and supported by the UK PropTech Association, launched at the event. Its findings landed with an audience that was already primed for the conversation. Access to AI is now near universal: 93% of respondents said their organisation provides it. But the survey's more telling finding is the gap between access and maturity. Only 7% of firms describe themselves as fully integrated. The majority are using AI for transcription, drafting and summarisation, while deeper capabilities such as governed workflows, knowledge management and agentic automation remain largely untapped. The technology is in the room. Most firms are still deciding what to do with it.

At MIPIM, the physical consequences of AI were hard to ignore. Data centres dominated the investment conversation, with demand for capacity accelerating decisions at a pace the market hasn't seen before. Energy infrastructure and power availability have moved from secondary considerations to primary ones. The footprint of AI is growing faster than the sector's ability to plan for it.

The overall mood was cautious rather than frozen, with some investors still actively acquiring. But the message coming through both the conference and the survey was consistent: the firms best placed for the next cycle will be those moving beyond access and toward governance, data quality and embedded capability. Adoption is high. Maturity is not. That gap is where competitive advantage will be won or lost. And as Lorna Landells argues in her blog, as those decisions get made, it is worth looking closely at who is in the room making them.


Download a full copy of the AI in Real Estate Survey 2026.

Breaking the "query loop": Major firms back new charter for service charge scrutiny

  • A new industry framework, backed by Colliers, Knight Frank, Cushman & Wakefield and BNP Paribas Real Estate, aims to end the cycle of repetitive correspondence and streamline communication between property managers and tenant consultants.

In the world of property management, a familiar and frustrating cycle often plays out. A property manager receives a list of service charge queries from a tenant’s consultant. They reply, providing documents and clarifications. Two weeks later, a second list arrives containing the same questions, slightly reworded, alongside requests for information already provided in the original reconciliation pack.

Individually, the requests are rarely unreasonable. Collectively, however, they create a "query loop" that consumes hundreds of administrative hours, delays resolutions, and leaves tenants waiting months for clear answers.

To break this cycle, Remit Consulting’s Property Managers Forum has launched the Property Managers’ Charter for Engagement with Service Charge Consultants.

A unified front

The Charter represents a significant shift in how the industry handles scrutiny. It has already secured the backing of four of the industry’s biggest players: Colliers, Knight Frank, Cushman & Wakefield, and BNP Paribas Real Estate.

The goal is not to limit a tenant's right to scrutinise costs. Instead, it aims to professionalise the interaction.

"Service charge queries are a normal and necessary part of the job," says Lorna Landells of Remit Consulting. "But when questions arrive in fragmented stages or repeat requests for information already provided, it slows the entire process down. This Charter creates a structure so enquiries can be dealt with efficiently, ensuring tenants get the answers they need much faster."

The "One-and-Done" approach

At the heart of the Charter is a push for transparency and preparation before a single question is even asked. Under the new framework, consultants are expected to provide:

  • Clear credentials: A statement of professional qualifications and confirmation of their appointment by the tenant.Defined methodology:

  • An outline of the review's purpose and the fee basis.

  • Audit trail: A list of documents already in their possession to avoid duplicate requests.

Crucially, the Charter encourages consultants to submit a single, comprehensive set of queries at the start of the process rather than "drip-feeding" questions over several months.

Accountability for managers

The Charter is not a one-way street; it places strict expectations on property managers to be more responsive.

Once a completed query template is received, managing agents commit to acknowledging it and providing a clear timeframe for a full response within 15 working days. Both sides are also encouraged to appoint a single point of contact to prevent communication from becoming fragmented across multiple departments.

Martin Lovejoy of Colliers believes the initiative dissolves a friction point that has plagued the sector for years. "In most cases, everyone is trying to reach the same outcome, which is a clear understanding of the service charge," he explains.

"A more structured approach ensures that questions are addressed properly the first time, making the process work for everyone involved."

Aligning with professional standards

The framework is designed to sit alongside the RICS Service Charge Code, reinforcing existing professional standards while providing the practical steps for daily interactions.

As commercial buildings become more operationally complex and service charge costs face tighter scrutiny, the Property Managers Forum views this Charter as a vital step toward professional discipline.

By stripping away unnecessary friction, the real winners will be the tenants, who will finally see an end to the administrative delays that have historically clouded service charge resolution and drawn property managers away from more beneficial activities.

If you would like to learn more about the Charter, please contact Charlie via charlie.bolam@remitconsulting.com.

2026 Office worker survey: Key shifts in Gen Z engagement and workspace requirements

The 2026 findings of our annual Office Worker Survey were published recently, and the data highlights three specific trends that have significant implications for developers, investors, and occupiers evaluating their long-term leasing strategies.

Gen Z: The primary driver of voluntary attendance

Our youngest cohort (ages 18–34) now accounts for over 40% of responses. Notably, this group is the most likely to have increased their office attendance voluntarily, with 80% of regular office-goers in this bracket stating the choice is theirs.

This trend is likely a response to the loss of informal mentorship during remote-working years, coupled with the limitations of urban residential spaces. While office mandates often face resistance from older demographics with established home offices, the younger workforce is increasingly viewing the office as a primary site for professional development and social capital.

The resurgence of the allocated desk

The demand for a fixed, allocated desk has risen from 28% to 43% since 2023. This shift suggests that after years of optimising home setups, workers increasingly value the "familiarity" and productivity of a dedicated space.

For investors and occupiers who have prioritised aggressive desk-sharing ratios, this data suggests a need for recalibration. The rise in reported noise and distraction complaints suggests that "flexibility" should not come at the expense of a stable, quiet work environment.

Prioritising infrastructure over amenities

In a notable shift for the investment community, "wellness amenities", such as gym facilities and free catering, were rated as essential by only 13% of respondents. This contrasts with the prevailing market narrative that has positioned high-end lifestyle perks as a primary leasing differentiator.

Instead, the data points to a "flight to quality" regarding fundamental environmental factors: air quality, natural light, and acoustic management. While less photogenic than a wellness floor, these core elements appear to have a higher impact on long-term tenant satisfaction and retention.

Strategic implications for the 2026 market

The overarching message of this year's survey is a return to fundamentals. While the "hotelisation" of the office brought necessary improvements to the user experience, the data suggests that long-term value now lies in supporting the practical requirements of a younger, office-reliant workforce. Success for landlords and occupiers will likely depend on balancing flexible terms with the physical stability and environmental quality that workers can no longer find at home.

Download a full 2026 copy of the Office Worker Survey.

If you would like to discuss these findings or explore how they apply to your portfolio, please get in touch at return@remitconsulting.com.

Lorna’s Logic: "I feel like I'm invisible / You treat me like I'm not really there" Alison Moyet

By Lorna Landells

I’m not really big on women being the ‘best at everything’ or ‘you go girl’, but I do believe in parity at work. I enjoy the differences between men and women, how we think and act make for a far more interesting world than if we were all the same. However, despite my advanced years, I remain gob-smacked that the world of property has not really changed in its stance on women; to a large extent, we remain invisible or, occasionally, merely eye-candy.

I travelled to MIPIM in a group that included one other female. This was her first time at the event, and on the last day, she made the unbidden comment, “I am looking forward to seeing jeans again, oh and women!”

The numbers at MIPIM were definitely down this year, but the proportion of women seemed to be too.

Three years ago, I wrote a blog about hybrid working and its specific impact on women, quoting the Economist’s “Glass Ceiling Index” from that year. We, as in Britain, sat at 17th place out of 29 then, and, lo and behold, we are still at number 17, way below the OECD* average. What is going on?

We have upped the number of women in government, now over 40%, but are still lagging at 32% in the House of Lords (clues in the name?). However, when we come back to the world of property, it drops yet further: 20-30% of senior leadership roles are held by women (1). Furthermore, as a personal observation only, I believe some of those are actually being double-counted since female NEDs are definitely in demand, and certain names just keep on cropping up.

So, come on, guys, we’re over here, we’re over here! Diversity in the workforce can only be a good thing, surely. We’ve already lost the ESG audience to AI frenzy, let’s at least try to keep one eye on the inclusion ball.

(1) Real Estate Balance 2026

Don’t overlook the 'G'

By Steph Yates

The real estate industry has made significant strides in embedding ESG principles into investment decision-making (perhaps pretend you didn’t read that line if you are in the US). Environmental credentials are scrutinised at acquisition, social impact is measured and reported, and governance frameworks are increasingly demanded by institutional investors and regulators alike. Yet within that governance conversation, one area remains absent: cyber security.

15 years of consulting means that I now gap analyse everything, and this one has sirens and red flashing lights blaring.

For fund and asset managers, governance obligations are not optional: they include how data is protected, operational risk mitigation, and how businesses demonstrate to investors that their controls meet the expected standard. Cyber risk sits squarely within that remit, and its importance is growing.

Real estate businesses hold some of the most sensitive data in the financial ecosystem: ownership structures, fund performance, acquisition pipelines, tenant information etc. A cyber incident during a fundraise or transaction is not just an IT inconvenience, it is a governance failure, and investors are starting to treat it as one.

New and improved regulation reinforces this. DORA (the Digital Operational Resilience Act), the FCA, and the ICO are all placing greater emphasis on operational resilience and cyber security. Businesses subject to this regulation cannot afford to treat cyber security as someone else's problem.

Practical steps exist. The UK Government's Cyber Essentials framework provides a structured, independently verified approach to establishing and demonstrating baseline cyber controls. At its higher tier, Cyber Essentials Plus, businesses undergo rigorous external testing of their systems and processes, providing a credible and recognised signal of operational maturity.

We are proud to have achieved Cyber Essentials Plus certification, and we see it as a natural extension of the governance standards we hold ourselves to on behalf of our clients.

If cyber security isn't yet part of your ESG governance conversation, it may be time to put it on the agenda.

For more information on this, please contact Steph Yates.

Julia's Jottings: LinkedIn, AI and the quiet shift most people missed

By Julia Waller

It started, as these things often do, with a small line in a settings menu.

Back in November, LinkedIn made a change that many users will have scrolled straight past. Since then, the platform has been using public member data to help train its own AI systems. Profiles, posts and public activity are now part of the raw material shaping how LinkedIn’s future tools work.

Private messages are not included, which will be a relief to many. Still, it marks a meaningful shift in how professional data is treated on the world’s largest business network.

What actually changed

LinkedIn confirmed that from November 2025, it began using public member data across the EU, UK, Canada, Switzerland and Hong Kong to train its AI models. The stated aim is to improve search, recommendations and new AI-driven features.

By default, members are opted in. If you do nothing, your public activity is included. You can opt out, but only retrospectively. Anything already collected remains part of the training data.

This is not hidden or underhanded, but it is easy to miss unless you actively review your data settings.

Why this matters, even if it feels abstract

On one level, this is simply how modern platforms operate. Many people will shrug and move on.

But for anyone who uses LinkedIn as more than a digital business card, it is worth pausing. If you spend time crafting posts, sharing insight, refining your CV or building a professional voice, that work may now help train automated systems designed to replicate, summarise or repurpose similar content.

The upside is clear enough. Better recommendations, smarter tools and a platform that, in theory, understands its users more accurately.

The trade-off is subtler. Your words, ideas and experience contribute to something you do not control, are not credited for, and may never see directly.

What it means for businesses and advisers

For companies, advisers and professional services firms, this is a new layer to consider.

Content posted on company pages or by staff acting in a professional capacity may now feed directly into AI tools owned by the same platform distributing that content. That is a shift from content simply being seen or shared to content actively shaping the systems behind the scenes.

There may be benefits in visibility and relevance. There is also a lingering question around ownership, context and unintended reuse. None of this is unique to LinkedIn, but it is becoming harder to ignore.

It is another reminder that public content rarely stays in the box we imagine it lives in.

The wider direction of travel

LinkedIn is not acting in isolation. Meta, Google and others are all moving in the same direction. Platforms increasingly want to train their own AI models using their own ecosystems, rather than relying on scraped or third-party data.

This feels like the beginning rather than the end. AI can be a powerful tool, but as it learns more from our behaviour, language and patterns, new risks emerge alongside the efficiencies. More convincing scams, deeper impersonation and blurred lines between human and automated voices are already part of the conversation.

It is the familiar, slightly weary debate about data being used in ways that stretch beyond our original intent. The difference now is scale and speed.

What you can do

If you would prefer not to take part, opting out is straightforward:

Go to Settings → Data privacy → How LinkedIn uses your data → Data for generative AI improvement, and switch the toggle off.

Even if you leave it on, the important thing is awareness. Knowing how your data is used allows you to make deliberate choices about what you share and how you share it.

Changes like this rarely arrive with much noise. They appear quietly in settings menus, policy updates and footnotes, then gradually reshape how platforms behave and how professionals engage with them.

This shift aligns with patterns already emerging in Remit Consulting’s work on AI in real estate. Not dramatic disruption, but steady integration. Tools learning from behaviour, systems becoming more predictive, and data taking on a longer life than many users expect.

There is no single right response. Opting out or staying in is a personal and organisational choice. What matters more is awareness. Understanding how these platforms evolve, and how our professional activity feeds into that evolution, is becoming part of the job.

Sustainability and Net Zero in real estate: insights from the PAM/PM Forum

Earlier this month, Remit Consulting hosted its latest joint PAM/PM Forum, our regular gathering of property and asset professionals designed to explore practical challenges and emerging trends in real estate. This session focused on one of the sector’s most urgent priorities: delivering credible progress toward Net Zero.

A keynote from Emily Hamilton of Emily Hamilton Advisory, followed by breakout sessions and a group discussion, highlighted a market that is eager to move but constrained by policy uncertainty. Shifting regulations, particularly around EPCs, continue to complicate long-term investment planning. While many questioned the usefulness of EPCs as a core performance measure, there was broad agreement that they can still act as a useful trigger for conversations with investors and occupiers, provided they are paired with more meaningful operational data.

Data emerged as the standout theme of the morning. Attendees noted that ESG and energy data collection is increasingly embedded within property management activity, yet the industry still lacks consistent standards, clear ownership and reliable access to occupier information. Strengthening data governance and analytics capability was widely seen as essential for prioritising upgrades, validating interventions and tracking value over time.

Another strong message was the need for even deeper collaboration between PAMs and PMs. Strategy-setting, execution and reporting often sit in separate silos. Participants highlighted the need for clearer shared goals, earlier visibility of budgets, and a shift toward rewarding measurable outcomes rather than inputs.

Finally, the room emphasised the importance of scale and learning. Portfolio-level procurement, structured knowledge-sharing and a willingness to adapt as technologies evolve were all identified as key enablers for accelerating decarbonisation.

The consensus was clear. Better data, stronger alignment and proactive action can drive meaningful progress, even in the face of ongoing policy uncertainty.

Remit Consulting hosts its PAM and PM Forums to provide a practical space for open discussion, shared learning and informed debate across the sector. If you would like to attend a future forum, or explore any of the themes discussed in more detail, please contact Charlie Bolam at Remit Consulting via charlie.bolam@remitconsulting.com.

From the early web to AI: a real estate technology reflection

By Andrew Waller

I still remember the slightly awkward meeting, nearly twenty-five years ago, when a group of us at a Big Four consultancy were, ahem, “encouraged to consider our next move.” It does not feel as long ago as it sounds, but as we look back at the founding of Remit Consulting, it is striking how much of our original mission remains unchanged.

Back then, I even wrote a book for the Estates Gazette called IT for Property People, which tried to predict the future. Given the current uncertainty in the world, it feels like a good time to see which of those predictions landed and what the next decade holds.

The Context of 2003

When we started, we were experts in real estate technology in a very different world. This was eight years after Windows 95 began harnessing the World Wide Web and mere months after the dotcom bubble burst. The iPhone didn’t exist yet, and the BlackBerry was about to become the must-have tool for agents.

What we got right

Our core conviction was that firms should understand their own processes before choosing technology. This led to the Remit Process Model (RPM) and our leading practice library. We believed that fixing the business problem first was the only way to make technology work. Nearly 25 years and thousands of workshops later, that flexible, templated approach to business change remains unique to the industry, and more relevant than ever.

What we got wrong

We were over-optimistic about the speed of change. We thought that after five years, everyone would have adopted leading practice and that future gains would be incremental. How wrong we were!

Two decades later, we are running more process workshops than ever. We underestimated how long even simple automation, like deal flow management, would take to become established. Many ideas mooted in 2001 didn't become reality until after the Great Financial Crash. Even now, the European software market remains fragmented, and implementations are often riskier and more expensive than they should be.

The Shifting Landscape

The most visible shifts in the early 2000s were in residential property. US startups like Zillow paved the way for Rightmove to transform sales. While brochures became PDFs early on, saving about 30 days of manual work, genuinely useful tools like digital signatures didn't gain widespread traction until after 2015.

In the UK, commercial real estate's use of social media is still largely focused on LinkedIn. While other industries have become adept at mining digital data, for commercial property, it still feels as if the industry hasn't embraced social media data in the same way as, say, the finance industry as a whole.

And what of AI?

We are likely entering the "trough of disillusionment" on Gartner’s Hype Cycle. Early, unrealisable expectations are being moderated. However, the pressure is real:

Fund Managers are exploring AI to lean out experienced asset management teams.

Property Managers are facing margin squeezes that force them to automate or fail.

ESG Regulations have made data a board-level discussion, requiring reporting speeds that manual processes can't match.

AI will certainly have an effect, though in the short term, it may feel detrimental as the technology struggles to catch up with over-ambitious cost-saving targets.

Final thoughts

Is our industry really 20 years behind other industries? Perhaps. But that doesn’t diminish the challenge. The change management principles of our RPM are even more vital today as we navigate this next wave.

In 2003, we had no idea what the World Wide Web would eventually become. We guessed; some of our guesses were right, and some were wrong. That is exactly where we are with AI today.


London after dark: Why nightlife matters for the built environment

Written by Henrietta King

There is a rhythm to London after dark – the flow of people through neighbourhoods, high streets and transport hubs. For decades, that rhythm shaped the city’s identity and fuelled its economy. Now, it is beginning to falter, with consequences that reach deep into the future of the built environment.

London has already lost one in five bars since 2020. If current trends continue, it could lose half of its nightlife by 2030. For a global capital, this is more than a social concern; it is a structural one.

London’s nightlife has always evolved. Its current challenges are serious but not irreversible. Reversing the decline will require collaboration across planning, development, transport and policy and a recognition that the city thrives not only in daylight, but after dark.

Shifting Behaviours and Expectations

Much has changed since the pandemic. Covid shuttered venues and disrupted social habits, but six years on from lockdown, the decline can no longer be attributed solely to Covid.

The social attitudes of Londoners, particularly younger generations, are changing. Lifestyle choices increasingly prioritise balance, wellbeing and affordability.

Nearly 40% of young adults now report that they do not drink alcohol at all. That alone reshapes the types of spaces people seek after dark, favouring multifunctional venues, cultural programming and experiences that are less centred on alcohol.

Economic Pressures on Both Sides

Moreover, the cost-of-living crisis has also exposed the true cost of a night out. Rising rents, utilities and food prices have made nightlife an increasingly discretionary expense. Among 18–30‑year‑olds, 68% say today’s economic climate has directly reduced how often they go out at night.

For operators, the pressures are even more acute. Rents and business rates have risen steadily, while energy bills and staffing costs continue to climb faster than revenues. Many venues, particularly grassroots and independent spaces, operate on razor‑thin margins. When set against increasing regulatory burdens or the financial implications of redevelopment, the challenges become existential.

Corsica Studios, the much‑loved cultural institution in Elephant & Castle, is only one example. After 24 years, the venue announced its closure due to nearby development triggering new sound‑mitigation requirements that were financially unmanageable. It is a case study in how planning, redevelopment and cultural infrastructure intersect and how easily the balance can tip.

Infrastructure Gaps: Transport, Safety and Planning

London’s night‑time infrastructure has not kept pace with the city’s changing needs. Transport is a recurring concern: while millions rely on buses, trains, and the Night Tube, gaps in coverage, particularly in outer boroughs, make late‑night journeys costly, slow or unsafe. For many Londoners, especially women and marginalised groups, safety remains a determining factor in whether they go out at all. For operators, fragmented licensing frameworks, inconsistent borough‑level approaches and lengthy planning processes create uncertainty and cost.

A Turning Point: The Nightlife Taskforce

In recognition of these pressures, the Mayor of London convened an independent Nightlife Taskforce in 2025 to examine the city’s night‑time ecosystem and propose interventions. Their recommendations, published this year, are detailed and ambitious.

They call for modernised licensing, integrated planning approaches, better night‑time transport alignment, dedicated funding for nightlife innovation, and, crucially, the recognition of nightlife as culture. Not a nuisance. Not an afterthought. A cultural asset with economic, social and placemaking value.

Why This Matters for Real Estate and Urban Development

For the built environment sector, nightlife is far from peripheral; it is integral to how cities function and create value. A healthy night‑time ecosystem strengthens local economies, shapes place identity and supports a truly 24‑hour city.

Nightlife drives significant economic activity, supporting over a million workers across hospitality, transport, logistics, security and cultural production. Its impact stretches far beyond venues, sustaining the services and infrastructure that operate after traditional business hours.

It also attracts and retains talent. Nearly half of Londoners say nightlife influences their decision to stay in the city, a figure even higher among tech and creative professionals. Cities now compete as much on culture and experience as on jobs or housing, and nightlife is a key part of that offer.

From a placemaking perspective, night‑time culture defines neighbourhood identity and long‑term value. Areas like Shoreditch and Brixton became cultural destinations before they became investment hotspots. When nightlife declines, the vibrancy and distinctiveness that underpin these places, and support demand, are at risk.

A Strategic Imperative

Therefore, preserving and nurturing London’s nightlife is not an act of nostalgia. It is a strategy for economic resilience, cultural competitiveness and sustainable urban growth. Through collaboration in planning and development, improved transport, and supportive policy, London can regain its rhythm.

Lorna's Logic: Smarter than the average bear

I don’t want to be called ‘average’. Who does?

The more important question, though, might be “who is?”

We regularly hear references to the average person, the average family, the law of averages, and so on. However, fundamentally, that average entity does not actually exist. Before you worry that I am getting philosophical, or overly Zen in my old age, please tolerate a bit of maths speak.

As we know, there are three types of average: mean, median, and mode (any higher maths aficionados out there, keep schtum if this is not true in your rarified world). The most frequently used to prove a point is the mean (add up the numbers and divide by how many there are), but the one most of us interpret the answer as is the mode, the most common.

If you are told the average age is 35, most of us picture a room full of 35-year-olds, not a small group of teenagers and one octogenarian. When we hear that the “average family will be £2,000 a year worse off”, for example, how does that really help us, since none of us are actually average?

It sounds precise, but it explains very little.

Why am I ranting about this? I have noticed more and more that we are being urged towards the fictitious average, and it would be dangerous to believe the fallacy that good and evil will somehow balance out and, by the law of averages, good things will follow bad.

The ‘law of averages’ is often referred to as the Gambler’s Fallacy, so named because of a specific event in Monte Carlo where the roulette ball landed on black 26 times in a row (you can see where this is going, can’t you). On the next spin, the punters lost millions.

Which brings us from gambling with money to gambling with intelligence.

We are awash with AI today and are repeatedly told that it will return “the average” response. The Law of Large Numbers has proved that a coin flip, repeated over and over, will tend towards a 50/50 split between heads and tails, that is, the theoretical probability.

Therefore, also theoretically, with more data, AI will continue to head, inexorably, towards the average. If you follow that line of reasoning, AI’s impact on business performance should become more and more predictable as it consumes yet more data, though in the interim, it could be all over the shop, to use a technical term.

But AI usage is a different matter.

This will likely follow a power law (unless you are one of those aforementioned higher maths geeks, do not follow up on the formula for this one), which means, in a business sense, that those with greater skill at prompting or agentics will skew the “average” in their favour. The result is not a gradual lift for everyone, but a widening gap between those who know how to use AI well and those who do not.

Firms which embrace and explore AI will undoubtedly reap rewards disproportionate to their peers.

Not really average at all.

I am saying the average person does not exist, and I am not alone in that statement. But maybe the average business really does exist. A bit like a unicorn, living on only in the whimsical minds of those who thought they saw one.

You really have to be smarter than the average bear these days to get even close to stealing that picnic basket, and hoping the ranger does not notice.

Senior CIOs and property leaders gather in London for Realcomm CIO & PropTech Forum

Senior leaders from across UK real estate, transport and infrastructure came together in London for the Realcomm CIO & PropTech Forum in December; a senior-level forum focused on how digital strategy, data and emerging technologies are influencing real-world decisions across the built environment.

The closed-door event prioritised practical experience over theory, with open discussion on what digital transformation looks like in practice for complex asset owners and operators. It brought together CIOs and senior decision-makers from across commercial real estate, transport and the wider built environment to share experience and insight on topics ranging from data-driven decision-making and AI adoption to operational resilience, workplace strategy and organisational readiness for change.

Discussions reflected a growing convergence between real estate and infrastructure, with contributors highlighting common challenges around legacy systems, fragmented data and the need to align technology investment with long-term asset performance. Rather than focusing on specific products or platforms, the emphasis was on practical lessons from live programmes, and on the role of leadership in embedding digital capability across complex organisations.

Andrew Waller, of Remit Consulting, spoke to the forum about the importance of reliable workplace and operational data in a market where occupiers and asset owners are under increasing pressure to justify space, cost and performance decisions.

“Across the UK real estate market, we are seeing much greater scrutiny on how buildings and workplaces actually perform in use,” he commented, adding: “Technology has a critical role to play, but only if it is grounded in clear objectives and good data. The conversations at the forum reflected a growing maturity in how organisations are approaching digital change, moving away from experimentation and towards informed, evidence-led decision-making.”

The infrastructure perspective was provided by Network Rail, with a focus on how large, nationally significant asset portfolios utilise technology to enhance operational outcomes and long-term resilience.

Network Rail’s Vince Herrera-Leon said, “For infrastructure owners, digital transformation is not abstract. It directly affects safety, reliability and value for money. Many of the challenges discussed, from data integration to organisational change, are shared with the real estate sector. Forums like this are valuable because they allow different parts of the built environment to learn from each other in a very practical way.”

Kevin Kincaid, Group Transformation Director at Grosvenor, who hosted the event, said, “One of the most valuable aspects of bringing this group together was the chance to step back from individual projects and look at the common challenges we are all dealing with. Having open, senior-level conversations like this helps move the industry towards more informed, joined-up approaches rather than isolated solutions.”

The forum also underlined the growing importance of cross-sector dialogue as technology agendas increasingly overlap. Participants noted that issues such as AI governance, cybersecurity, skills and change management are now central to both property and infrastructure strategies, particularly in the context of ageing assets and long-term investment horizons.

Commenting after the event, Howard Berger, Managing Partner and SVP, Programs at Realcomm, said: “The quality of discussion at the London CIO & PropTech Forum was extremely high. What stood out was the openness with which senior leaders shared real experiences, including what has worked and what has not. That level of candour is essential if organisations are to make meaningful progress with digital transformation. We are building on this momentum as we look ahead to Realcomm 2026, which will take place in San Diego on June 3–4, 2026.”

The London event forms part of Realcomm’s wider global programme, designed to support senior real estate and infrastructure leaders in navigating the strategic, operational and technological challenges shaping the future of the built environment.

Two Remit Consulting team members selected as MIPIM Challengers for 2026

Two members of the Remit Consulting team have been chosen as MIPIM Challengers for 2026, an international programme designed to bring emerging voices into the heart of global real estate debate.

Charlie Bolam and Henrietta King will join a cohort of 43 professionals under the age of 31 from across Europe who will take part in the full MIPIM programme in Cannes next March. This is the largest Challenger cohort to date, reflecting MIPIM’s focus on encouraging fresh thinking, diversity, and long-term leadership within the built environment.

The MIPIM Challengers programme provides participants with full access to the event, alongside dedicated networking, leadership development and thought leadership opportunities. Challengers contribute to conference roundtables, collaborate on a published insight paper with senior industry figures, and take part in a bespoke development programme that includes coaching and training on AI implementation.

The 2026 cohort represents a wide range of disciplines across the property sector, including investment, planning, development, advisory, construction, public sector and technology. Many of the selected Challengers are actively working with data-led approaches, ESG frameworks and emerging technologies to address complex issues around how cities are planned, occupied and managed.

Lorna Landells, Partner of Remit Consulting, said: “Henrietta and Charlie represent the way the property industry is evolving. They bring strong analytical thinking, curiosity and a clear understanding of how data and behaviour intersect with real estate decisions. The MIPIM Challengers programme recognises that future value in property will be shaped by people who can connect evidence, experience and long-term outcomes, and we are delighted to see them recognised in this way.”

Their selection reflects Remit Consulting’s continued investment in developing talent and supporting research-led perspectives, helping clients make better-informed decisions about real estate strategy.

From operations to value: How FM technology enhances asset performance

By Henry Harrison

Is Facilities Management only about keeping the lights on and the lifts working?

For many, that remains the image. In reality, that view is out of step with today’s market. Advances in digital systems and smart building technologies mean that Facilities Management is now a central factor in how investors, occupiers and regulators judge the quality and performance of a building. The way an asset is managed no longer sits quietly in the background. It can have a direct influence on valuation, long-term resilience and investor confidence.

The case for better measurement

The financial benefits are becoming harder to ignore. Predictive maintenance tools, such as IBM Maximo, SAP EAM or Infraspeak, identify issues before they develop into costly failures. Independent analyses report maintenance cost reductions of around twenty to thirty per cent together with extended equipment lifespans (1). At the same time, digital platforms such as Planon, Archibus and MRI Manhattan allow space to be used more intelligently. Guidance from JLL shows how better space utilisation can reduce operating costs by avoiding heating, cooling and servicing underused areas (2). These gains strengthen cash flow and reduce lifecycle costs. They are outcomes that feed directly into better valuation metrics.

Smart systems, including Siemens Building X, Schneider EcoStruxure and Metrikus, can track energy use, air quality and occupancy while taking routine maintenance and compliance checks out of the hands of stretched FM teams. This leads to more efficient operations, healthier working environments and a better tenant experience. Independent research links improved indoor environmental quality with higher cognitive function and better occupant outcomes (3,4). In European leasing markets, assets that can evidence strong sustainability performance also show measurable pricing benefits, with certified offices achieving rent and price uplifts in multiple studies (5,6). Happier tenants are good for the workplace and good for the balance sheet.

What begins with lower costs and smoother operations strengthens asset performance and, at last, appears to support higher valuations. Well managed, efficient buildings generate more reliable income streams and carry less risk. These are two factors at the core of every valuation model. They also provide the reliable data needed to achieve environmental certifications such as BREEAM or LEED.

Multiple studies link certification with higher rents and stronger yields (7,8). For example, CBRE analysis in 2023 found that certified sustainable office buildings in Paris and Berlin achieved rental premiums of up to eleven per cent compared to non-certified peers (9). JLL work in Central London shows certified buildings transacting at higher prices and achieving higher rents in a large sample of investment deals (10). Case studies across Europe confirm that smart upgrades and modern FM strategies are delivering measurable uplifts in income and long-term value (11).

Regulation is driving change

The regulatory environment is moving the sector in the same direction. The Corporate Sustainability Reporting Directive is phasing in from financial years beginning in 2024 for the largest companies, with further phases through to 2028. It mandates consistent, verifiable sustainability reporting with assurance (12). The EU Taxonomy provides the classification system that defines what counts as an environmentally sustainable activity and it is already shaping investor reporting and eligibility for green finance (13). Digital FM systems and smart platforms are essential tools for meeting these requirements because they centralise energy, emissions and performance data. At a national level, frameworks such as SFG20 in the UK, DIN in Germany, AFNOR in France and NEN in the Netherlands provide maintenance and compliance standards that are easier to meet when embedded into FM platforms (14,,15, 16, 17). This reduces risk and gives investors confidence that assets are being managed to recognised benchmarks.

Where do we start when looking at technology?

Selecting and implementing FM technology is not simply a matter of choosing new software. It is a strategic decision that links building operations with asset management goals. The key considerations include identifying the type of system that best matches organisational priorities, ensuring compliance requirements are met, and putting in place reporting frameworks that connect operational data with investment performance. Bridging the gap between day-to-day management and long-term financial outcomes is what turns Facilities Management from a background function into a genuine driver of value.

More than meets the eye

In the end, FM technology isn’t just about systems or sensors; it’s about what they unlock. It's about data you can trust, assets that perform, and portfolios that hold their value. The real opportunity now lies in using that information to make smarter investment and management decisions.

If you’d like to explore how digital FM can strengthen your assets and meet emerging reporting standards, get in touch with Henry Harrison.

References:

  1. https://www.jll.com/en-us/guides/facilities-management-tech-driving-efficiency-cost-cuts?

  2. https://www.jll.com/content/dam/legacy/jll-com/documents/pdf/emea/25-guide-how-better-use-of-space-can-unlock-cost-savings-uk.pdf?

  3. https://ehp.niehs.nih.gov/doi/full/10.1289/ehp.1510037

  4. https://worldgbc.org/wp-content/uploads/2022/03/compressed_WorldGBC_Health_Wellbeing__Productivity_Full_Report_Dbl_Med_Res_Feb_2015-1.pdf?

  5. https://s3.eu-central-1.amazonaws.com/cdn.a3bau.at/public/2023-12/CBRE_Is%20sustainability%20certification%20in%20real%20estate%20worth%20it_%202023_FINAL_DRAFT.pdf?

  6. https://www.jll.com/en-de/insights/value-creation-through-energy-smart-low-carbon-buildings?

  7. https://s3.eu-central-1.amazonaws.com/cdn.a3bau.at/public/2023-12/CBRE_Is%20sustainability%20certification%20in%20real%20estate%20worth%20it_%202023_FINAL_DRAFT.pdf?

  8. https://www.jll.com/en-uk/insights/sustainability-and-value-capital-markets-central-london-offices?

  9. https://s3.eu-central-1.amazonaws.com/cdn.a3bau.at/public/2023-12/CBRE_Is%20sustainability%20certification%20in%20real%20estate%20worth%20it_%202023_FINAL_DRAFT.pdf?

  10. https://www.jll.com/en-uk/insights/sustainability-and-value-capital-markets-central-london-offices?

  11. https://www.jll.com/en-de/insights/value-creation-through-energy-smart-low-carbon-buildings?

  12. https://finance.ec.europa.eu/capital-markets-union-and-financial-markets/company-reporting-and-auditing/company-reporting/corporate-sustainability-reporting_en

  13. https://finance.ec.europa.eu/sustainable-finance/tools-and-standards/eu-taxonomy-sustainable-activities_en?

  14. https://www.sfg20.co.uk/what-is-sfg20?

  15. https://www.en-standard.eu/din-31051-fundamentals-of-maintenance/

  16. https://normalisation.afnor.org/

  17. https://www.nen.nl/en/nen-2767-1-2017-en-247818?

Expo Real 2025: performance over promises

Expo Real 2025, the industry’s biggest annual gathering in Munich, drew 42,000 people and carried a different tone this year: quieter, more thoughtful, focused on what’s working.

Savills set the scale on day one, reporting global real estate at US$393 trillion, with Europe’s top six markets accounting for US$55 trillion. Yet the mood wasn’t about scale, it was about selectivity. After years of turbulence, investors have entered what many called the great recalibration, dividing between assets that meet modern standards and those that don’t.

Selective capital, steady logistics

Logistics dominated again, but focus has shifted from expansion to efficiency. Third-party logistics operators now account for 42 per cent of warehouse take-up in the US and about a third across Europe. Developers such as CTP and P3 Logistics are targeting brownfield sites with existing grid connections, where power infrastructure adds value.

One developer noted that 2% of its land bank could be developed as data centres, but that development costs for that type of building dwarf those of other development types.

A narrowing field

At a UK Cities panel, Bouinvest’s Mark Siezen said the number of “investable” countries has fallen from fifteen to around ten, as political and economic instability reshapes allocation strategies. He suggested the UK could gain from science-based businesses migrating from the US, drawn by policy stability and language. His warning against populist governments struck a chord: investors want predictability, not posturing.

ESG: from principle to prerequisite

Despite talk of the “death of ESG”, the consensus in Munich was that sustainability has matured. Deutsche Pfandbriefbank’s Thomas Köntgen said occupiers now drive the agenda, demanding efficient buildings, with lenders treating sustainability as a condition of finance, not a bonus.

The result is a two-tier market: modern, compliant assets attract funding, while secondary stock faces hard choices.

Climate, data and digital

Operational discussions were equally practical. Mount Street’s Jim Gott noted that climate modelling is now part of standard risk assessment. The buzz around AI has not subsided, but major investors agreed that data quality is the limiting factor. LIM’s Beverley Kilbride said smaller, targeted AI tools are proving easier to roll out, while Matt Edgar of PropTech firm Form Fighter cautioned that “automating a process is pointless unless the automation takes away the part that annoys people”.

Many described data as the industry’s new currency: those who can organise and interpret it will define the next cycle.

A market adapting, not drifting

Expo Real 2025 wasn’t about bold statements but measured progress. The industry accepts that the “rising tide” has gone. What remains is refinement, improving systems, tightening strategies, and aligning capital with long-term value.

Real estate is still adapting, still ambitious, but now performance means something simpler: doing the basics well, with the data to prove it.

Remit Consulting welcomes new Assistant Consultant

Remit Consulting has appointed Tereza Jelínková as an Assistant Consultant.

Tereza moved to the UK from the Czech Republic in 2020 to study Languages and International Relations at the University of Greenwich before going on to complete an MSc in International Real Estate and Planning at University College London.  She will be involved in a range of research, data analysis and project delivery work across the firm.

Her academic research focused on the transformation of Canary Wharf, analysing how the estate is evolving from a finance-led district into a mixed-use destination. Using planning application data, urban photography and interviews with property professionals, her study highlighted the shift of office space into hospitality and entertainment uses, alongside the influence of new infrastructure such as the Elizabeth Line.

Remit Consulting partner, Lorna Landells, said: “Tereza brings an international perspective and strong analytical skills to the team. Her work on Canary Wharf reflects the type of insight-led research into the real estate market that is core to our business, and she will further strengthen the range of skills and experience we are able to bring to the projects we work on.”

Tereza added: “Joining Remit is an exciting step in my career. I’m keen to apply the tools and knowledge I developed during my studies to the consultancy’s wide-ranging projects.”

Why real estate must bridge the cultural gap with technology

by Andrew Waller

I recently attended the Yavica conference in Copenhagen, where leading figures from technology and professional services discussed the future of real estate systems.

A key theme was the rapid evolution of technology platforms, with a particular focus on Microsoft’s platform, on which the Yavica solution is based. Artificial intelligence is now deeply integrated into many systems, and it was clear that Microsoft and its partners are investing heavily in developing AI use cases and integrating these functions across their platforms.

While these technological advancements are noteworthy, what stood out most was the cultural gap between the technology sector and the real estate industry, a point highlighted in the keynote address by Dan Hughes.

Real estate is cautious, technology is restless

Real estate businesses are typically risk-averse, preferring stability and long-term planning over experimentation. In contrast, technology companies tend to move quickly, embrace new ideas, and view failure as a natural part of progress. This difference was evident at the conference: while technology providers discussed advanced digital strategies and tools, many delegates were focused on ensuring their current systems were stable and that staff were comfortable with existing tools. There was also a clear concern about readiness to adopt further innovations.

Adoption is still the sticking point

This challenge is not new. Many real estate organisations continue to face difficulties with technology adoption. Even the most powerful tools can fall short if staff lack confidence or if processes are not properly aligned. Some attendees acknowledged that their technology implementations had not fully met expectations.

There is a risk that the industry could lag behind, observing as new processes and AI capabilities are developed, but hesitating to implement them in practice.

Bridging the gap

How can this cultural divide be addressed? From my perspective, three priorities are clear:

  • Stabilise existing systems and processes before pursuing new features.

  • Invest in adoption by training and supporting staff so that digital tools become second nature.

  • Encourage safe experimentation, allowing teams to try new technologies or workflows without fear of disruption or blame.

The conference reinforced the view that technology itself is no longer the main barrier. The real challenge lies in whether real estate businesses can adapt their culture quickly enough to take advantage of these new opportunities. That is both the challenge and the opportunity facing the sector in the coming years.

To discuss this further, please contact Andrew Waller.

Lorna's Logic: “I hope I die before I get old" (The Who)

Well, that boat has sailed.

We’ve managed to cure all number of life-threatening illnesses (admittedly not all) and our life expectancy keeps going up and up, yet incidentally no-one, anywhere, ever, has lived beyond 120 (shut up, Methuselah).

But living longer brings all kinds of conundrums (conundra?) with it. After all, we don’t want to live longer, dribbling our way through re-runs of Golden Girls, do we? We want to be active, lively, still have all our marbles, and yes, possibly still working.

With all the myriad benefits we get from interaction with others, from using our brain for something other than how-the-hell-do-I-turn-this-damn-thing-on; going into work and keeping those cells alive is a must-have. I fully appreciate the current lack of graduate roles out there, and oldies not retiring is not helping that, but if there are knowledge and proficiency to pass on, we should keep the channels open.

Despite the legislation requiring employers to be age-agnostic, there is still a prevailing societal preference for the young vs the old. In a work environment, older people bring incomparable knowhow and experience and usually have a strong work ethic. The argument that older generations cannot handle new technology is not only a sweeping assumption, but it is manifestly untrue as, let’s be honest here, with the rate AI is developing, is any one of us completely in control of it?

There is quite potent evidence to suggest that by retiring later, you die later. This is not a causation, or at least not proven, but it is a strong correlation1. I’m not saying we should all work until we drop, God forbid, but work (even part-time) keeps your mind and body agile and active. Whilst we can still impart sage advice, between toilet breaks, then surely we owe it to ‘them young folk’.

Yes, I am talking ‘bout my generation.

1 Wu et al 2016

Reflections from UKREiiF 2025: housing, ESG, talent and the pace of change

This year’s UKREiiF in Leeds brought together more than 16,000 delegates from across the built environment sector for three days of panels, presentations, networking and debate. From co-living to green leases, and early careers to place repositioning, the event highlighted both the industry's progress and persistent challenges.

Public–private alignment and alternative housing models

The exhibition hall was dominated by regional and corporate pavilions, reflecting the strength of collaboration between the public and private sectors. One standout session explored cooperative housing – a tenure that accounts for just 1% of UK homes, compared with as much as 40% in parts of Europe. The panel discussed the need for greater awareness, better access to funding, and the opportunity to align cooperative models with ESG and social value goals. A coordinated approach could help attract institutional investment.

Co-living finds its feet

Elsewhere, the evolution of co-living was discussed, with the consensus being that the sector is still a decade behind multi-family/BTR in terms of maturity. However, unit sizes are increasing and earlier, more restrictive formats are being rethought. While the lack of large-scale portfolio transactions continues to limit capital inflows, new funding structures may help the sector take its next steps.

Supporting new entrants into the industry

Discussions also turned to attracting the next generation into the property sector. The importance of work experience and school engagement was widely acknowledged, but speakers also highlighted the barriers, including the difficulty of engaging parents and the need to demystify workplace expectations. Peer-to-peer outreach, mentoring and practical guidance can all play a role in building confidence and widening access.

Place, placemaking and the time it takes

A recurring theme across several sessions was the need to reimagine underused spaces and the long timelines often required to reposition them. While capital typically works to a two to three-year cycle, reshaping public perception can take much longer. Creative amenities, from dog valets to rewilded green space, were cited as examples of how landlords are trying to shift the narrative around place.

Green leases come of age

The final day saw a focus on green leases and the shift in how sustainability clauses are handled. No longer a late-stage consideration, green lease terms are now appearing at the Heads of Terms stage. Tenants and their legal teams are more informed, and tracking real performance, from energy source to embodied carbon, is beginning to take precedence over formal certifications. With service charges unable to cover improvement works, some landlords are looking to rent uplifts to support net-zero targets. A case study from LandSec highlighted the challenges: while switching to air source heat pumps can lower emissions, the cost of electricity limits financial savings.

Beyond the conference

Away from the official agenda, the fringe programme of events across Leeds proved just as important for relationship-building and deal-making. With hotel rooms in short supply, many delegates based themselves in neighbouring towns and cities, leading to longer commutes, but also quieter evenings.

UKREiiF provided a useful pulse-check for the industry. While many of the sector’s challenges are well-known, the conversations this year reflected a growing realism about timelines, a maturing approach to ESG, and a recognition that supporting people, whether through housing, careers or placemaking, is central to delivering change.

We’ll be back in 2026!


To discuss any of the above issues and topics, please contact Steph Yates.

Smarter machines, tougher questions: AI and ethics

AI has rapidly become a growing part of everyday life, sparking both excitement and unease. Some people are energised by the technology, whilst others express fear. Many of us, however, find ourselves somewhere in the middle: intrigued but cautious.

In this article, I will explore the ethical dimension of AI. Why does it provoke fear? Are those fears justified? And what kind of future are we creating?

Can AI make ethical decisions?

Most of us use AI for simple tasks - proofreading, brainstorming, or drafting emails. It’s fast, helpful, and unthreatening. However, unease grows as AI is increasingly used in contexts where moral questions arise. Can a machine make moral choices?

Consider a self-driving car faced with a dilemma: swerve and risk passengers to save a child, or stay the course and harm the child. Ethical scenarios like this expose the limits of AI.

Moral reasoning is inherently human. It draws on empathy, intuition, and lived experience; things no algorithm can truly replicate. Ethics aren’t fixed equations; real-world dilemmas are often messy and nuanced, rarely fitting neatly into a programmable code.

Take utilitarianism, for instance. It aims to maximise happiness and reduce harm. An AI might use it to decide that a self-driving car should save the most lives. However, the same logic could lead an AI to recommend sacrificing one person to save five or evicting a single tenant to accommodate a family.

So, without human judgment, AI’s rigid logic could lead to ethically troubling outcomes. While AI can follow ethical frameworks, it cannot truly make ethical decisions as it lacks the empathy and moral responsibility to do so.

Algorithmic biases

Even when AI isn't making high-stakes decisions, it can still cause harm by reinforcing biases. The data used to train AI models often reflects embedded prejudices, meaning that AI can unintentionally amplify those biases.

For example, AI could be used for tenant screening, but if trained on biased data, it could favour certain demographics over others, perpetuating inequality. This isn’t hypothetical; Amazon once developed a recruitment algorithm that penalised CVs containing the word "woman" because it had been trained on historical hiring data skewed toward male candidates.

Cases such as these have prompted a sense of urgency amongst organisations and governments to develop regulatory measures that address algorithmic transparency and train developers to recognise bias in their work (1). The European Union’s AI Act is one of the leading policy responses aimed at ensuring fairness and accountability.

Technology first, ethics later?

People are uneasy about AI largely because of fears of losing control and the human touch. While it may seem a leap from using AI to proofread emails to relying on it for ethical decisions, the pace of development is rapidly narrowing that gap.

The challenge lies in the fact that technologists are not ethicists. Innovation moves faster than ethical reflection, and with AI being embedded more deeply into everyday life, it can feel overwhelming to keep up with the implications. It’s also difficult to predict where the technology will lead. After all, the internet itself began as a tool for government researchers to share work.

The future: Charting a responsible path

So, where does that leave us? We shouldn’t be overly fearful. AI is here, and it's proving to be a powerful enabler of innovation, productivity, and growth. The challenge is to ensure we use this technology responsibly.

Organisations must take a proactive role in ensuring that AI aligns with their core values, compliance requirements, and strategic objectives. Remit’s AI survey revealed that just 24% of businesses have formal policies governing AI use in workflows, along with an AI council to oversee its impact. Furthermore, 51% of organisations lack formal AI ethics principles. These gaps highlight the need for ongoing development in governance and ethical frameworks as AI continues to evolve.

Crucially, we must stay connected to the human side. AI shouldn't replace critical thinking, empathy, or accountability. AI should serve human needs and values, not override them. By prioritising empathy, fairness, and accountability, we can harness AI's potential while safeguarding what makes us human.

(1) https://businesscasestudies.co.uk/can-ai-ever-be-truly-unbiased-exploring-the-challenges/