My Experience Is My Expertise. AI Can't Measure That.
- Dayiana Oballos
- 4 hours ago
- 4 min read
Recently, I came across one of those AI-generated expertise rankings that seem to be appearing everywhere. You know the type. A chart, a score, a visibility index designed to tell the world who the leading experts are in a particular field. Apparently, expertise can now be calculated through digital footprints, online mentions, content volume, social activity, and visibility.
I found it fascinating.
Not because I disagree with technology. Quite the opposite. AI is an extraordinary tool. But the idea that expertise can be validated by an algorithm reveals a fundamental misunderstanding of how expertise is actually built.
Experience is not accumulated through observation. It is accumulated through participation.
It comes from trying something and getting it wrong. It comes from making decisions when there is no certainty. It comes from dealing with consequences, adapting, improving, and trying again. Over time, through hundreds and sometimes thousands of decisions, patterns begin to emerge. Instinct develops. Judgment sharpens. What once looked complicated becomes clear.
Not because someone explained it to you, but because you lived it.
That is why I have always struggled with the industry's obsession with appearances. Expertise is not what you say you know. Expertise is what you have repeatedly proven under pressure.
In branded residences, for example, I am often introduced to people who describe themselves as experts because they have sold apartments in a project carrying a luxury brand. Some have spent their entire careers within traditional real estate agencies and now position themselves as authorities on hospitality-led residential developments. It always makes me smile because branded residences are one of the few sectors where the more you know, the more aware you become of how much complexity exists beneath the surface.
Selling a residence inside a branded project does not necessarily teach you how to structure one. Staying in a luxury hotel does not teach you how to operate one. Reading a brand standard manual does not teach you how to create value from a brand partnership. Yet somewhere along the way, our industry began confusing proximity with expertise.
Many of these same projects are still presented as if branded residences were simply another product category. A few pages buried deep within a master broker presentation. A logo. A render. A price list. Page sixty-seven, somewhere between the payment plan and the market comparables. Then everyone wonders why the project struggles to achieve the premium it was expecting.
The reality is that branded residences sit at the intersection of hospitality, real estate, operations, customer experience, asset management, branding, investment strategy and long-term value creation. Understanding how those disciplines interact requires far more than selling property. It requires years spent working across the entire ecosystem.
When I look back over more than twenty years working alongside luxury hospitality brands, developers, investors, operators and mixed-use projects around the world, I don't think about how many projects I have seen. I think about how many projects I have helped improve. I think about the sales teams that became stronger.
The commercial strategies that were rebuilt. The developments that found new momentum. The owners who generated greater returns. The unnecessary costs that were removed. The mistakes that were avoided because we had already made them somewhere else twenty years earlier.
Those experiences do not appear on a visibility chart.
There is no algorithm capable of measuring the value of sitting across the table from an investor during a difficult market cycle and helping them navigate uncertainty. There is no AI model that can quantify the intuition developed after decades of working with luxury brands, understanding consumer behaviour, solving operational challenges, and watching markets rise, fall and reinvent themselves. There is no score that captures what happens when experience allows you to recognise a problem before everyone else in the room has even realised it exists.
The truth is, expertise has never been a popularity contest. The people who genuinely know what they are talking about are rarely concerned with proving it to an algorithm. Their credibility was established long before AI arrived. It was established in boardrooms, on project sites, in negotiations, through successes and failures, and through the trust they earned from the people who hired them repeatedly over the years.
Perhaps that is why I have never been particularly interested in visibility rankings. If someone wants to know whether we understand branded residences, luxury hospitality or mixed-use development, they don't need to search for our score. They only need to look at the projects we have influenced, the businesses we have helped grow, the teams we have strengthened, and the relationships that have lasted decades.
Because in the end, expertise is not measured by how visible you are. It is measured by the impact you leave behind. AI may be able to calculate presence, but presence and expertise have never been the same thing. One is seen on a screen. The other is recognised the moment you walk into a room.
And after more than 20 years in this industry, I have learned that only one of them truly matters.
Written by Dayiana Oballos / VOS Consultants
