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CC Christina Cacioppo On Invest Like the Best (Patrick O'Shaughnessy)

“People are real smart. So if you try to charge them based on tokens, they are very quick to say, oh, you've just marked up a Claude token 4x. Are you 4x as good as Claude? I don't know. Let me go try it out. You actually put yourselves in a competitive position against the models that probably no application really wants to be in. … If you're trying to mark up at all, users are very smart and you will lose on that comparison.”

Invest Like the Best (Patrick O'Shaughnessy) · Money & Markets · October 2026

“People are real smart. So if you try to charge them based on tokens, they are very quick to say, oh, you've just marked up a Claude token 4x. Are you 4x as good as Claude? I don't know. Let me go try it out. You actually put yourselves in a competitive position against the models that probably no application really wants to be in. … If you're trying to mark up at all, users are very smart and you will lose on that comparison.” — Christina Cacioppo, Invest Like the Best (Patrick O'Shaughnessy)

Vanta's CEO is explaining why the company absorbs the cost of the AI tokens its agents use, rather than passing them on to customers through usage-based pricing. For now Vanta accepts lower margins in order to get more customers using its agent features.

Invest Like the Best (Patrick O'Shaughnessy) · 2026-10-20 Listen to the episode → More from Christina Cacioppo → More Money & Markets quotes →

Transcript

Invest Like the Best (Patrick O'Shaughnessy) Around 06:17 into the episode
Christina Cacioppo

Someone just left your company and you didn't get them out of all of their accounts. I just wrote a custom agent for you that will go do that. Do you want me to go turn this on? Great. Do you also want me to go remove accounts, access from these three people? Great.

Patrick O'Shaughnessy

So it's not just here's a red alert that someone didn't meet to monitoring stuff. It's like too many reds. I would do like me to go do this.

Christina Cacioppo

…them based on tokens, they are very quick to say, oh, you've just marked up a cloud token Forex. Are you Forex as good as Cloud? I don't know. Let me go try it out. You actually put yourselves in a competitive position against the models that probably no application really wants to. Like we're going to talk about what Harmon says. You don't want to get there. What we've seen on token pricing is if you're trying to mark up at all, users are very smart and you will lose on that comparison. You can like not mark up and this gets to the margin question. But anyone who is marking up Cloud token Forex and trying to pass that off to their users, I think we're eating the token cost right now. You're just taking lower margin. We're taking lower margin and really concentrated on usage. That experience that I just talked through where the agent is going off and doing things, we just…

Patrick O'Shaughnessy

I'm also so curious that you said marking up a cloud token, but what about marking up like a Kimmy token or like something that's much cheaper? What's it been like deciding what to use, what's good enough versus cost?

Christina Cacioppo

This was something we started concentrating on at the beginning of the year is basically evals, task specific or agent specific evals. From a product perspective, we call it all the Vanta agent and it's one thing. Of course, behind the scene, it's like hundreds of agents that all have specific…

Patrick O'Shaughnessy

you talk to other founders, both of your era and of this new era, what are they doing here? Are they also eating the cost and just charging a software fee? What do you think the end state is going to be?

Speaker names from our own diarization · position estimated from where the line sits in the episode

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