Updated
Updated · Business Insider · Aug 2
Uber Cuts Finance Tasks From 15 Hours to 30 Minutes With 2-Week AI Pods
Updated
Updated · Business Insider · Aug 2

Uber Cuts Finance Tasks From 15 Hours to 30 Minutes With 2-Week AI Pods

2 articles · Updated · Business Insider · Aug 2

Summary

  • Uber has begun sending top AI engineers into finance, legal, marketing, HR, procurement and customer support to observe work directly, then build and test tools in two-week “Agentic Pods.”
  • Those teams spend the first days shadowing employees because CTO Praveen Neppalli Naga said the biggest gains come from redesigning whole workflows around AI, not just accelerating a single task.
  • Early results were sharp: one financial planning process fell from 15 hours to 30 minutes, financial reports from two days to 10 minutes, and marketing quality checks from two weeks to under an hour.
  • The approach mirrors Silicon Valley’s rise of forward-deployed engineers, but Uber is using the model internally to strip out approvals, replace legacy software and find its next productivity gains.

Insights

Could Uber's strategy of embedding top engineers to study employees actually be a blueprint for replacing those very workers?
Why are Silicon Valley's top developers suddenly acting like corporate anthropologists to redesign everyday HR and marketing tasks?
What happens when an AI agent built to streamline critical finance workflows suddenly hits a hidden monthly token limit?