I believe one of the greatest untapped assets in every organisation is the expertise that exists inside people's heads. At yoorz.ai, we help founders, business owners and organisations transform that expertise into Interactive Digital Assets through what we call Standard Operating Personas (SOPs). An SOP captures the knowledge, judgement and experience of an individual, making it accessible 24/7 to support customers, train teams, answer questions, generate market intelligence and create new commercial opportunities. Our philosophy is simple: Human expertise shouldn't disappear. It should compound. Unlike generic AI assistants, every Standard Operating Persona is built around the unique expertise of a specific person or organisation. The result is a digital asset that can scale knowledge far beyond the limits of time, geography or availability. Today, we're working with founders, creators and businesses across multiple industries, helping them preserve expertise, improve customer engagement, accelerate onboarding, and unlock entirely new ways of creating value. Our work typically begins with either an AI Opportunity Audit or a Commercial Transformation Framework, ensuring we understand where expertise creates the greatest commercial impact before recommending any technology. My background spans over 20 years in institutional finance, having worked in London and New York with firms including J.P. Morgan, Merrill Lynch, UBS and Citi, before founding yoorz.ai. Every Sunday I share my thoughts on AI, business transformation, entrepreneurship and the future of human expertise through this newsletter. If you'd like to learn more about transforming expertise into a scalable business asset, I'd love to have you along for the journey. Website: www.yoorz.ai
The Edge Lives In The Exceptions
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The Edge Lives In The Exceptions Good morning Reader, Last Sunday I wrote about preserving human expertise. This week, I’ve been thinking about something slightly harder: What part of that expertise actually needs preserving? A story from hedge-fund, Citadel, this week made the point beautifully. Very recently, they acquired a large portfolio of US equities from Situational Awareness after a sharp sell-off put the fund under pressure. They acquired the risk.
The market bounced.
And within roughly three weeks, Citadel had reportedly shed more than 80% of that risk through nearly 100 block trades worth more than $4 billion. Classic Citadel. It’s a trading house, not a warehouse. Acquire the risk.
Price the opportunity.
Monetise it.
Recycle the balance sheet.
Holding the position forever was never the point. But here’s what interests me. You could document every part of that process. Risk limits.
Valuation methodology.
Position sizing.
Execution rules.
Portfolio construction.
And still fail to capture the most valuable part: the judgement. When do you hold?
When do you add?
When do you cut?
When has the opportunity changed?
When does yesterday’s good decision become today’s bad position?
There is rarely a neat rule for those moments. Which brings me to a line I keep returning to: The rules tell you what an expert knows.
The exceptions tell you how an expert thinks.
I spent 26 years in financial markets, including 15 at J.P. Morgan, and markets make this distinction particularly obvious. A model can tell you what something should be worth. A risk system can tell you how much exposure you have. Research can tell you what the consensus believes. But experience tells you when the standard answer no longer applies. That is pattern recognition.
Context.
Judgement accumulated across thousands of decisions.
And it isn’t unique to investing. The same thing exists inside great founders. Salespeople.
Doctors.
Coaches.
Engineers.
Operators.
The real expertise often appears at the edges: “When X happens, normally we do Y — except when…” Those exceptions are where experience starts becoming intelligence. And they are also the hardest part to document. If all you capture is someone’s polished answer, you’ve digitised the manual. You haven’t captured the expertise. That distinction has become increasingly important in how we think about Standard Operating Personas at yoorz.ai. The goal isn’t simply to preserve what someone knows. It is to get closer to preserving how they think: The questions they ask.
The signals they notice.
The trade-offs they make.
The circumstances that make them override the rule.
Because if human expertise is going to become an Interactive Digital Asset, capturing the textbook answer isn't enough. You have to capture the judgement behind it. So this Sunday, perhaps ask yourself: Where does the real edge in your business live: in the rules, or in knowing when to break them? Have a wonderful Sunday. Dilan 👉 www.yoorz.ai |
Dilan Abeya
I believe one of the greatest untapped assets in every organisation is the expertise that exists inside people's heads. At yoorz.ai, we help founders, business owners and organisations transform that expertise into Interactive Digital Assets through what we call Standard Operating Personas (SOPs). An SOP captures the knowledge, judgement and experience of an individual, making it accessible 24/7 to support customers, train teams, answer questions, generate market intelligence and create new commercial opportunities. Our philosophy is simple: Human expertise shouldn't disappear. It should compound. Unlike generic AI assistants, every Standard Operating Persona is built around the unique expertise of a specific person or organisation. The result is a digital asset that can scale knowledge far beyond the limits of time, geography or availability. Today, we're working with founders, creators and businesses across multiple industries, helping them preserve expertise, improve customer engagement, accelerate onboarding, and unlock entirely new ways of creating value. Our work typically begins with either an AI Opportunity Audit or a Commercial Transformation Framework, ensuring we understand where expertise creates the greatest commercial impact before recommending any technology. My background spans over 20 years in institutional finance, having worked in London and New York with firms including J.P. Morgan, Merrill Lynch, UBS and Citi, before founding yoorz.ai. Every Sunday I share my thoughts on AI, business transformation, entrepreneurship and the future of human expertise through this newsletter. If you'd like to learn more about transforming expertise into a scalable business asset, I'd love to have you along for the journey. Website: www.yoorz.ai
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