The Real North Star for AI Agents
Ali Merchant explains why resolution is the only metric that counts for AI agents, and why industry understanding will decide which voice AI companies last.
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About this session
In this clip from Born In Silicon Valley, host Jake Aaron Villarreal asks Orvera AI Founder and CEO Ali Merchant which voice AI companies will survive. Ali argues that building a platform is no longer hard with vibe coding and modern tools; what separates the winners is how deeply a team understands the industry and the use case, and how well it brings that into the product.
He also defines what results mean at Orvera. The only North Star is resolution of the conversation, while deflection and similar measures do not count as results. When the team measured that way, resolution rates were high enough to surprise them. The clip is designed for leaders evaluating voice AI vendors.
Key takeaways
What comes out of it
Platforms are easier to build. Vibe coding and new tools lowered the barrier.
Industry knowledge decides. Understanding the use case separates vendors that last.
Resolution is the North Star. Deflection does not count as a result.
Measured honestly. Resolution rates were high enough to surprise the team.
TranscriptRead the full session
Jake Aaron Villarreal 00:00:00.00 I mean, there's lots of voice AI systems that are evolving and coming to markets. What's your belief in terms of those that will survive and those that won't?
Ali Merchant 00:00:08.70 I think what we'll separate from who kind of survives, thrives, or doesn't, right? Building a platform is not that tough now with all vibe coding and all these different technologies that have come out. It's about, you know, how much do you really understand the industry? How much do you understand the use case? How much does your team basically understand that? How much are you able to plug that in? great companies have these great tech teams but they are not coming from the contact center background. When I say results, my only North Star is resolution of conversation.
Ali Merchant 00:00:36.64 Anything else, deflection, all that, we don't consider that as a result. What we saw was that the resolution rates were high and we were also very surprised.
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