Lio CEO Vlad Keil:部署工程师的 KPI 是自动化自己的工作
Lio co-founder and CEO Vlad Keil on the KPI for the company's forward-deployed engineers: automate y...
Lio CEO 说得挺狠:部署工程师的 KPI 就是把自己自动化掉,他们还用多智能体做采购全流程,干货访谈。
a16z 播客访谈 Lio 联合创始人兼 CEO Vladimir Keil,谈 AI 原生创业公司如何在 ERP 等系统之外的企业流程中寻找机会。Lio 用多智能体系统处理采购全流程,包括 RFQ、谈判、货运跟踪和发票,公司 85% 的员工是工程师。其前端部署工程师的内部 KPI 是自动化自己的工作,完成后转向下一个任务,目的是减少定制化、提高自助服务比例。访谈还讨论了企业信任智能体的过程、内部 AI 构建最后 20% 的工作量占比,以及买卖双方都部署智能体时的场景。
Lio co-founder and CEO Vlad Keil on the KPI for the company's forward-deployed engineers: automate y...
Lio co-founder and CEO Vlad Keil on the KPI for the company's forward-deployed engineers: automate your own job, then move to the next one. "When you look at the org structure of Lio, 85% of the people are engineers." "And even the people who don't have an engineering title mostly have an engineering background. The reason for that is we don't want to be a consulting company." "There is a lot of forward-deployed work to do if you go to enterprises because they have different nuances in their processes. But how we work is... building a product in a way where we're reducing this customization, but also where it's a lot of self-service." "The job of our FDEs is on the one hand making it self-service, but internally it's automating their own job. Their KPI is... literally your job is to automate yourself. And then if you automate yourself, you go to the next task." @askvladi Your browser does not support the video tag. 🔗 View on Twitter a16z @a16z Lio co-founder and CEO Vladimir Keil joins a16z's Seema Amble and Elena Burger to discuss where AI-native startups have an advantage when incumbent software companies already own the customer, the data, and the system of record: Their answer comes down to the work that happens outside those systems. In procurement, a final price in an ERP can hide hundreds of emails, spreadsheets, supplier conversations, engineering analyses, and decisions across legal, finance, and operations. Vlad explains how Lio uses multi-agent systems to take on more of that end-to-end work, from sourcing and RFQs to negotiation, shipment tracking, and invoices. They also discuss how enterprises learn to trust agents with increasingly consequential decisions, why the last 20% of an internal AI build can require most of the effort, and what happens when both buyers and suppliers have agents working on their behalf. 00:58 Why AI startups still beat incumbents 04:19 The hidden work behind an $8K line item 06:18 Retrieval, process, policy, principal 09:27 The incumbent's internal conflict 14:48 What procurement actually looks like 21:13 Procurement at Boeing-scale 28:03 A bolt order, end-to-end 37:57 What a durable vertical AI company looks like 44:46 When both sides deploy agents YouTube: youtu.be/OTQ-lFsq7zA @askvladi @seema_amble @VirtualElena Your browser does not support the video tag. 🔗 View on Twitter 🔗 View Quoted Tweet 💬 14 🔄 8 ❤️ 58 👀 30650 📊 15 ⚡
- The Information10-03 18:30原文