Research

How companies work with AI.

What we are learning about AI at work, from the research and from building Guile. Every figure links to its source.

October 28, 2026 · 9 min read
The company, not the chatbot, should own what AI learns
Salesforce found work getting trapped in one person's AI tool. The research behind that finding points to three things a company needs at once: every leading model, a memory the company owns, and agents that work from it.