41 articles. Nine months. One profession.

Across AI in Surveying and Surveying Matters, I have now published 41 articles on AI and the surveying profession. Every week since July 2025, without missing one. Roughly 35,000 words.

This week I went back through every article. I wanted to see the arc. What I said early on. What came true. What surprised me. And what the profession still has not faced up to.

Here is what I found.

The warnings that landed

In September 2025 I wrote about the RICS AI Standard weeks after it was published. I said it was a welcome step but that it left a gap between what surveyors must do and how to do it. Six months later, firms were scrambling to comply and that gap had not closed.

In the same month I wrote that clients would become the driving force behind AI adoption. Not firms. Not professional bodies. Clients. Arriving with their own AI-generated opinions. Expecting faster turnaround. Using AI to interrogate professional work before and after delivery.

This is now common place.

In October 2025 I wrote about cognitive offloading. The research showing that heavy AI use subtly reduces critical thinking. Not because AI makes people less intelligent. Because it makes thinking easier. And when thinking is easy, people stop doing it properly.

In November 2025 I mapped AI across every surveying discipline in one article. Geospatial. Building pathology. Quantity surveying. Facilities management. Land. Marine. Mineral. Engineering. The profession needed to see the full picture, not just the corner they were standing in.

In December 2025 I watched four long-form interviews with Geoffrey Hinton, Yoshua Bengio, Stuart Russell and Yann LeCun. Four of the most important figures in artificial intelligence. I transcribed them, analysed them, and pulled out what mattered for surveying. The message across all four was consistent. The people who built this technology are uneasy about where it is heading and so was I.

The moment things changed

In February 2026 I posted on LinkedIn about a client uploading their surveyor’s report into ChatGPT. The response was unlike anything I had seen.

Hundreds of reactions. Dozens of messages. Surveyors sharing real incidents they had not spoken about publicly. A rival firm using AI to critique a report and citing legislation that does not exist. Client data placed into a public AI tool without a second thought. Hallucinated law, a data breach, and a contract breach. All in one incident.

That post showed me something clearly. The profession is not short of experience or commitment. It is short of honest, independent analysis of what is actually happening with AI. Not opinion. Not a thinly veiled CPD webinar on AI in surveying, which is top of funnel for their product. Grounded, informed, ongoing scrutiny from people who understand both the technology and the profession.

In the same month I launched the GUARD Framework, because firms were telling me they had no idea where to start and nobody was giving them a practical answer.

On 9 March the standard went live. I had the workshop ready. I had the toolkit ready. I had the compliance assessment built. The first workshop on 31st March was well received and I now run these regularly for firms and individual sessions. More to come on other training.

The piece that changed the conversation

Later in March I published an edition on insurance that cited Howden, Lockton, Griffiths and Armour, Continuum, WTW, CMS, RPC, Beale and Co, Kennedys, DWF, Brodies, and Mills and Reeve. Law firms and brokers across the UK all publishing detailed analysis of what the RICS AI Standard means for professional liability.

That is a lot of people in the insurance and legal world paying very close attention to a standard most surveying firms still had not read.

The response to that edition confirmed something I had suspected. Surveyors wanted someone to do the work of reading, cross-referencing, and translating the implications. Not in theory. In practice. Mapped to their world.

What surprised me

Three things I did not expect when I started writing these articles.

The speed of the client shift. THis has moved faster than i envisaged. Clients uploading reports into AI. Clients arriving with AI-generated questions. Clients using AI to draft complaints.

The cost to challenge has dropped to almost zero. The cost to defend has not changed at all – in fact, it has gone up

The depth of the cultural divide. In the same firm you can have a junior surveyor using AI every day and a senior partner who has never opened an AI tool and plans to retire before it matters. That divide is not about technology. It is about professional identity. And it is deeper than most people are willing to admit.

The global reach. David Wong, a chartered surveyor in China, adapted my free AI prompt pack into a compliance toolkit for Chinese-speaking RICS members and published it on Zhihu.

What the profession still is not ready for

The pricing conversation. Surveyors are using AI to work faster but nobody wants to tell clients. Because the moment you admit AI helped produce a report in two hours instead of six, the client asks why they are paying for six. That contradiction will not hold.

The two-tier market. Commoditised work is getting squeezed. Basic reports, routine valuations, anything where AI-assisted competitors can offer a cheaper version. The dangerous place to be is the middle. Not specialist enough to command premium. Not efficient enough to compete on price.

The insurance reckoning. Most PI policies were written before AI entered professional workflows. Nobody knows what happens when the first AI-related negligence claim hits a surveyor’s desk. Kennedys call it silent AI. The profession is carrying an exposure that has not been priced.

And the skills gap that sits underneath all of it. The RICS standard requires firms to train their staff on AI. But there is no structured AI literacy programme for the profession. No baseline that a sole practitioner or a small firm can access without taking a week out of fee-earning work.

The standard sets the destination. The profession has not built the road.

Tumbleweed

When I started writing about AI and surveying in 2023, it was tumbleweed. No engagement. No debate. People saw AI as something distant that did not apply to surveying. Some of the commentary I received was negative. I understood. Most people were not as close to it as I was.

Because I was obsessed.

The day ChatGPT launched on 30 November 2022, something clicked for me. From that point on, everyone around me was sick of hearing about it. Family. Friends. Anyone who would listen. I spent hours every day reading, listening, watching anything I could get my hands on. I could feel the weight of what was coming and I needed an outlet. I knew this technology would change how we work, how we think, how professions operate, how the public accesses expertise. I could see a wave forming and I felt that the best thing I could do was talk about it.

Even when nobody was listening (or simply ignoring me 😂)

I wasn’t certain about everything far from it. But I could see the pattern clearly enough to know this profession needed someone watching it, documenting it, and saying what needed to be said whether it was comfortable or not.

Forty-one articles later, over 11,000 subscribers across both newsletters are following this work. The conversations are getting deeper, more honest, and more urgent.

And I am not done.

What is coming

The profession does not just need more content about AI. It does not need more opinion pieces or posts from people who tried ChatGPT once or are suddenly experts overnight where there is money to be made from a mandatory global standard. Its alarming at who is giving the advice and training tbh.

I think the profession needs independent, informed, ongoing scrutiny of what AI is actually doing inside this profession. Not from vendors. Not from institutions or professional bodies. From practitioners and experts who will test what is happening against what should be happening, and say it plainly.

I have been thinking about this for a long time. And I am building something to address it.

More soon.

Nina