Episode summary
Why Data Is the Real AI Battleground
Summary
Kirk McKeown argues that data, not just AI models, is the real battleground in wealth management and the broader AI economy. He says every major technology shift has been matched by a shift in its underlying feedstock, and that the next shift requires data to become structured, accessible, and tradable in the same way electricity or oil once became essential inputs.
He says the biggest constraint is not model quality alone but the friction around buying, consuming, and legally sharing data. Carbon Arc, he says, is built to remove those barriers and to create a safe, liquid, transparent market for data that already exists inside companies but is not easily monetized or transferred.
McKeown also warns about data decay and the risks of information overload as models increasingly sit between users and the data they see. He argues for real-time refresh cycles, daily data updates, and more sovereignty at the individual level so users can control their own filters rather than rely on large model builders as arbiters of information.
Key takeaways
- McKeown says the AI economy’s bottleneck is data structure, not models, chips, or data centers.
- He argues that data decay is solved by continual refresh, which is why Carbon Arc updates its data stack daily.
- He says the company’s mission is to democratize access to structured data for enterprises, funds, and retail traders alike.
- McKeown warns that large models can become gatekeepers of what people see, so users need more control over filters and inputs.
- He says Carbon Arc’s retail product offers access to the same data used by major funds for $20 a month.
Notable quotes
“the long pole in the tent with the AI economy is data structure”
“every major technology transformation has seen an equal transformation in its underlying feed stock”
“data is actually, you know, the tech stack for moving big big quantities of data”
“The key in the information overload is to understand what's important and what isn't”
“our mission is democratize access to data structure for anybody who wants it”
How the episode opens
Data. It continues to be a four-letter word in wealth management. So to break down the latest trends in it, I'm joined by Kirk Mchuan, co-founder and CEO of Carbon Arc to learn more. Kirk, thank you so much for joining me.
Thank you for having me. — So I'm been looking forward to chatting with you because you are a bit newer to the wealth management space, but you are doing some really interesting things with your new company, Carbon Arc. So tell me a little bit about not only the name and where that all derived from, but what you're working on right now. And again I mentioned data. So let's talk about what you're seeing there.
Sure. So if you look back over the last 150 years, every major technology transformation has seen an equal transformation in its underlying feed stock. Uh during the industrial age, you saw the world go from kerosene to electricity.
During the mobility age, you went from horses to oil. Now as we see models proliferate in the automation of knowledge data and data structure needs to follow the same path and that's what we believe at carbon arc and so in order for data to follow that same path there need you need to remove all of the friction from the data buying the data transaction and the data consumption process. You need to sort of uh get legal and compliance to the right place.
You need to get pricing to the right place. You need to get usability to the right place. So we've built a platform to do that.
We've been at it for now for about five years. Uh spent 20 years on Wall Street uh building research systems, working in data. And where we think the thing the long pole in the tent with the AI economy is data structure.
From the episode’s captions: roughly the first two minutes, lightly cleaned. Keep watching on YouTube →
Topics
- ai data strategy
- data accessibility
- real-time data
- data decay
- democratizing data access
Companies and tickers mentioned
- Carbon Arc
Watch the episode
Watch “Why Data Is the Real AI Battleground” on YouTube
Summary, takeaways and quote selection by Octagon. Quotes are short excerpts; the full conversation is in the episode.
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