Executives at Logistics, Retail, Lending, and Storage Firms Describe AI Integration at Conference

Executives from C.H. Robinson, Gap, Upstart, and MinIO said at Fortune Brainstorm Tech that enterprise AI now focuses on day-to-day operational use rather than model development. The companies described autonomous agents handling tasks such as processing customer emails and managing lending decisions.

Officials at the conference stated that scaling these systems requires both technical infrastructure and changes in how employees interact with the tools.

Infrastructure Requirements C.H.

Robinson uses an AI classifier to categorize thousands of daily customer emails that previously could not be automated. The system identifies intent and routes requests, reducing response times to as little as 32 seconds for tasks including order booking and appointment scheduling.

MinIO co-founder and co-CEO Garima Kapoor said AI agents need long-term memory and contextual awareness to operate effectively. She noted that storing this memory on expensive GPU hardware is not sustainable and that demand is growing for software that moves memory to lower-cost storage.

Gap officials said technical training alone can lead to reduced employee confidence when AI tools fail to solve complex retail problems. The company is encouraging staff to treat AI systems as active partners rather than passive software. Upstart representatives also participated in the discussion on operational AI use.

Conference sessions covered related topics including model efficiency and console hardware strategy.