
Workforce Management built for the AI era I Enginears Podcast
From Enginears by Enginears
May 13, 2026 · 41 min · Season 1 · Episode 188
About this episode
The episode features John Wang discussing the evolution of workforce management in the AI era and the engineering decisions behind Assembled's platform.
The workforce management and customer support world has been widely spoken about as one of the areas to change in the age of AI. This week we are welcoming John Wang from Assembled to talk to us about the journey of building Assembled (workforce management platform), key engineering/design choices to reducing AI spend. We’ve got a great breakdown in the show of what it’s like to go from processing tens of billions of tokens daily to achieving "LLM frugality," the key engineering challenges faced, and the future of using AI to improve infrastructure. Intro into John's background and Assembled's mission Customer Operations has been widely reported as an area to change in the AI; what's his frontline view of this and what is actually happening? How they built the Assembled platform? Spotting an opportunity to keep performance high but reduce AI spend without impacting customer experience and why these decisions were made We broke down the engineering challenges of replacing models Future bets on agents, infrastructure in AI and where Assembled are heading. If you're keen to share your story, please reach out to us! Guest: https://www.linkedin.com/in/johnjianwang/ Powered by…
People in this episode
Host: Enginears
Guest: John Wang
Topics covered
- workforce management
- AI
- customer support
- engineering challenges
- infrastructure
- LLM frugality
Keywords
- workforce management
- AI
- customer support
- engineering
- Assembled
- LLM frugality
- infrastructure
Sponsors
Artifeks
Mentioned in this episode
Organizations: Assembled
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