# Soh-Yee Lee — AI, Product & Engineering

> Technology leader in commercial software, global product engineering and production AI. Public identifier: sohyeelee.

Next-mandate interests: VP Engineering, VP AI and CAIO.

The canonical pages below are the source of the portfolio's claims and qualifications. Financial portfolio scale, annualised benefits, validated efficiency, contributed effort, accepted work and projected value are distinct measures; the pages explain their attribution and scope.

## Portfolio and selected work
- [Homepage](https://sohyeelee.com/): Leadership scope, commercial and operating impact, expandable evidence definitions, recommendations, recognition and contact.
- [From AI investment to value in production](https://sohyeelee.com/selected-work/ai-operating-value/): Volvo Cars and TDC Brands; investment decisions, production ML and GenAI, data readiness, ownership and operating economics.
- [Scaling Product Engineering Without Scaling the Bottleneck](https://sohyeelee.com/selected-work/scaling-product-engineering/): Quintiq / Dassault Systèmes; global product engineering, two contribution paths, acceptance capacity and what was learned.

## Optional
- [Full text export](https://sohyeelee.com/llms-full.txt): Generated from the current homepage and both case studies, including the homepage evidence definitions and recommendations.
- [Confirmed LinkedIn profile](https://www.linkedin.com/in/soh-yee-lee/): Soh-Yee Lee's public profile.
- [Email Soh-Yee Lee](mailto:hello@sohyeelee.com): Direct contact.