# 🎧 START pod: Matthew Chen, Founder & CEO, Laurence "Autonomous performance marketing" Page: https://stenobird.com/podcast/start-7171926/start-pod-matthew-chen-founder-ceo-laurence-autonomous-performance-marketing Text version: https://stenobird.com/podcast/start-7171926/start-pod-matthew-chen-founder-ceo-laurence-autonomous-performance-marketing.md Podcast: [START](https://stenobird.com/podcast/start-7171926) Published: 2026-03-27T23:48:37+00:00 Episode link: https://share.transistor.fm/s/8c9a527e Audio file: https://media.transistor.fm/8c9a527e/3db6569f.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/start-7171926/episodes/start-pod-matthew-chen-founder-ceo-laurence-autonomous-performance-marketing Duration seconds: 461 ## Resource Amazon sellers do not have a data problem. They have a decision problem. They already have the clicks The conversions The impressions The keyword history What they do not have is a system that knows what to do with it. So brands pay agencies $5,000 to $50,000 a month - and still lose money on ads Matthew Chen built Laurence to change that. A quantitative system for Amazon advertising. Built for continuous decision-making under profit constraints. Using existing ad copy, reinforcement learning, and custom models to run ads on autopilot. When confidence is high, it acts When data is sparse, it borrows signal from similar keywords The result: about 40% better performance for customers. Amazon is the wedge. Autonomous performance marketing is the bigger vision. 🎧 START pod: Matthew Chen, Founder & CEO, Laurence "Autonomous performance marketing" 00:23 What Laurence does 02:12 How the company found the wedge 02:47 The customer quote that changed the company 03:15 The flaw in the standard Amazon ad model 05:25 The move from Amazon to the wider internet 06:12 How Laurence uses transformers today ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/start-7171926/episodes/start-pod-matthew-chen-founder-ceo-laurence-autonomous-performance-marketing/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/start-7171926/start-pod-matthew-chen-founder-ceo-laurence-autonomous-performance-marketing.md` — Read the agent-friendly Markdown representation of this episode resource. A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed. ## Transcript Full transcripts are not published on public pages unless there is a clear rights basis.