Opinion
Ehrlich says legacy data tools cannot handle noisy AI agent data
“So you need tools that are able to both understand data from multiple locations, clean the noise, and make sure all of these data that's been created is actually usable. It doesn't apply with the old tools that were very, some of them were incredible. Five Tro…”
Insight
Ehrlich says forward-deployed engineers are essential for fast enterprise AI adoption
“Now it seems that you're coming to a large legacy enterprise. They really want to adopt the ad because they have to, the problem is they don't know how to do it. They understand that their processes are very long. There's something that takes a year or two or …”
Insight
Ehrlich says proprietary data is the only real moat for AI
“When you can think about it, ah, models, ah, compute, everything is relatively ephemeral, ah, almost zero switching costs, and those are infrastructure, important parts of the infrastructure. For the industry. But if you're a company, whether you're a hotel ch…”
Assertion Supported
Ehrlich says Google bought bankrupt Spirit Airlines' data for $10 million
“Google buy something from the bankrupt Spirit Airlines. They didn't buy airplanes. They bought the data. They bought the data for ten million dollars, because they think it's very important in that perspective, they're using it to train models.”
Assertion Not checkable as stated
Ehrlich says AI labs are trying to buy hedge fund data
“I'm hearing about, you know, labs going to Wall Street and trying to buy data from a hedge funds and try to understand how to map and analyze companies.”
Opinion
Ehrlich says Spirit Airlines data trains AI on enterprise corporate hierarchies
“And I think that Spirit Airlines can be used both as an airline company, but also as a large enterprise, as a place where lots of people work, a lot of, you know, the hierarchy, middle management, top management, and workers working together.”
Insight
Ehrlich says misaligned incentives between data and business teams stall AI
“We understood that there's a problem with how this works because we have different incentives. You were tasked with doing that. I'm tasked with making sure my systems work, and I'm tasked with making sure that data is intact, no data is running away. I don't a…”
Assertion Not checkable as stated
Ehrlich says enterprise leaders increasingly report data disruptions from AI agents
“Something that I noted is that like six months ago, no one would even discuss with me, but a few months ago, pretty much every person I meet, every a leader in a company tells me either they Are afraid of that happening to them, or it personally happened to th…”
Insight
Ehrlich says enterprises must assume breaches from approved internal AI agents
“We need to assume Breach whether it's malicious or not, and need to be able to handle it and act accordingly.”
Assertion Not checkable as stated
Ehrlich says non-human identity is now a top-two enterprise cybersecurity issue
“How many cybersecurity companies you see in, in NHI, in non-human identity right now, an infinite amount. And there's a reason for that. It became a number one, number two problem right now.”
Insight
Ehrlich says the era of token-maxing is over as costs mount
“And we're not in the time of token maxing anymore. You know, trying to go to actually getting value for every token that we have, because it becomes more and more and more and more and more and more and more expensive.”
