Joshua Stancle runs Clean Saint out of Los Angeles. The product is a waterless oral-care film. The company is him. He uses AI for sourcing, marketing, web development, and customer support, and when we asked him what that felt like, he put it this way: “In a sense, there are ten of me.”
I keep coming back to the second half of that sentence. If there are ten of you, you need some way of knowing whether the other nine are getting the work right.
Most of the AI conversation still runs on a single question. Which model is the best? For a business, that is the wrong unit of measurement. A model reasons. Commerce means calling a supplier, filing a customs form, chasing a container that missed its vessel, handling a return, and a model does none of that by itself. Work gets done by an agent: the model that thinks, a harness that gives it tools and memory and the ability to act, and context that tells it what a good outcome looks like in a specific industry. At Alibaba.com, that context comes from 27 years of watching global commerce actually happen.
What commercial work asks of an agent
The industry has become very good at measuring intelligence. Benchmarks cover reasoning, coding, mathematics, factual recall, and increasingly tool use. But real commercial work is somewhat messier than any of that. Sourcing looks simple written down. In practice, it means comparing dozens of quotes, catching an inconsistency buried on the fourth page of a specification sheet, reading payment terms closely enough to notice when they have quietly changed, and confirming that a promised delivery date survives contact with your shipping schedule.
