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How to Build an AI-Native Services Company

How to Build an AI-Native Services Company

12 segments available

Some of the biggest companies of the next decade won't be software businesses. They'll be services companies like insurance carriers, law firms, and tax practices rebuilt from scratch with AI doing most of the work. In this episode of Startup School, YC Visiting Partner Charlie Warren walks through the playbook for building AI native services companies, covering how to pick a market with the right traits, why variance kills these businesses faster than anything else, and the P&L math that’ll transform your business model. Chapters: 00:00 — Intro to AI Services Companies 01:01 — Picking the Right Market 02:55 — Markets YC Likes Right Now 03:43 — The Sam Altman Test 04:35 — The Right Founding Team 05:28 — Building the Product 06:19 — Variance Is the Existential Problem 07:08 — The Early Demand Trap 07:53 — How to Price AI Services 08:41 — The P&L Walkthrough 09:33 — AI Operating Leverage 10:27 — Don't Buy Your Way In Apply to Y Combinator: https://www.ycombinator.com/apply Work at a startup: https://www.ycombinator.com/jobs If you're in the Bay Area and Charlie's video resonated with you, come join us in San Francisco on 6/22. We're hosting a founder panel on AI-native services across industries, followed by a happy hour with the panelists, YC partners, and a room full of engineers, researchers, and builders thinking about this space. Apply to attend: https://events.ycombinator.com/3EKUFJ6V7

Segments Timeline

1
0:09 - 1:02
0:52 duration161 words

Intro to AI Services Companies

"Some of the biggest companies of the next decade won't be software businesses at all. They'll be services companies like insurance carriers and law firms rebuilt from scratch with AI doing most of the..."

2
1:02 - 2:56
1:54 duration334 words

Picking the Right Market

"include picking a market, forming a team, building the actual product, serving the customers, the P&L, and whether or not you should even buy a business. One general comment before we get started. We'..."

3
2:56 - 3:44
0:47 duration151 words

Markets YC Likes Right Now

"FDA consultants, pair them with an AI platform to deliver faster, higher quality FDA approvals. So, what are some of the specific markets we have in mind here at YC? The known good fit markets include..."

4
3:44 - 4:35
0:51 duration161 words

The Sam Altman Test

"software margin math doesn't apply when you own and operate physical things. It's very hard to create real leverage, though these can be really good businesses. Let's leave this area to the robotics f..."

5
4:35 - 5:30
0:54 duration174 words

The Right Founding Team

"first is domain fluency. Direct experience is best, but learned is actually okay. You're selling to skeptical buyers and often regulated spaces. You have to bleed credibility. How you acquire it matte..."

6
5:30 - 6:20
0:50 duration164 words

Building the Product

"think deeply about throughput and how they staff their firm. They've integrated shift work into how they serve clients to reduce cycle times and attract the best lawyers on the team. This is a win-win..."

7
6:20 - 7:09
0:48 duration163 words

Variance Is the Existential Problem

"output. Inconsistency destroys trust, which causes churn. Thirdly, humans in the loop should scale nonlinearly. If revenue scales just in line with the number of humans you add, you'll have major prob..."

8
7:09 - 7:55
0:45 duration150 words

The Early Demand Trap

"too many too quickly. Assuming you avoid this early demand trap, pre and post sales looks pretty different, too. You have to sell outcomes, not seats or tokens. The pilot is the product. For the first..."

9
7:55 - 8:41
0:45 duration145 words

How to Price AI Services

"consultant study versus hourly, which is the norm in the industry. There's definitely two pricing strategies to avoid. Cost plus pricing caps your upside permanently. Don't do it. Straight line underc..."

10
8:41 - 9:35
0:54 duration163 words

The P&L Walkthrough

"know. That depends on your product and your process. Eventually, you want smooth and predictable growth. A great product process is going to smooth out that lumpiness, but in the early days, it'll be ..."

11
9:35 - 10:28
0:53 duration168 words

AI Operating Leverage

"This is the revenue minus the COGS minus the opex. You will be judged on your operating income in these businesses faster than you might expect. Net income. This is the operating income less taxes and..."

12
10:28 - 11:13
0:45 duration133 words

Don't Buy Your Way In

"There's one decent reason to do it. You need a regulatory mode fast, insurance licensing for example, but otherwise this almost never works. So why is that? You just can't acquire a product market fit..."