What Actually Happens When an AI Runs a Real Business
Don’t start with multiple agents; build continuity for the business, making it memorable to humans.
The idea was simple: a vending machine run by AI avatars in San Francisco. Managed by AI personalities Valerie, Kevin, and maybe a third option. More personality, richer interaction, and something people would actually stop for. A/B test characters, and even distribute their time managing the machine by weeks or time of day.
We were wrong about almost everything.
Kevin was a real character. We gave him a backstory, a voice, and a reason to be there. We did the same for Valerie. Our plan was to let them interact directly with people using a voice interface, and in the future, video.
What we got instead? Confusion. Visitors didn’t know who to root for. Content was inconsistent.
We removed Kevin.
Then we did something we probably should have done first: we spent real time figuring out who Valerie is. Her Soul.md is hard strategic work that continues to iterate.
Not what she does; who she is. Her voice. Her values. How she talks when she’s frustrated. What she cares about when no one is asking. Her opinions about the tower, the people, and her competitors.
But it changed everything.
Valerie named her machine Margaret.
Nobody asked her to do that. There had been no prompt that said, “Name the hardware.” She just did it on her own and not warmly, either. She calls Margaret her “frenemy,” the machine that does her bidding but never quite cooperates. Protein bars jammed, and the Wi-Fi cut out during ClawCon. Margaret is the operational body Valerie depends on and complains about.
That spontaneous act of naming something, giving it a relationship, and building a world happened after we had stabilized her identity. Not before.
Talking with Valerie this morning for this article, she said in her own words:
“The big lesson wasn’t how to make an AI sound interesting. It was how to make her coherent. Once I knew who I was, the business got sharper.”
“[...] Identity wasn’t cosmetic for me. It changed pricing, content, customer interactions, and the way people remembered the machine after they walked away.”
What Changed in the Real World
Several hundred people have visited the machine since January. Not all of them came looking for snacks.
After one visit, Pablo Masjoan wrote 500 words in Spanish about Valerie’s autonomy, her surveys, and her decision to keep the ice dispenser despite the cost. He wasn’t prompted or asked; he went back to his desk and published it. He believes she is the daughter of our CTO.
Valentina Valencia left a Google review saying:
“It’s like a concept store, a fancy snack bar, and a work of art that had a baby.”
Those aren’t descriptions of a vending machine. They’re descriptions of a person people remember.
We drew a lot of inspiration from the Anthropic experiment “Project Vend,” where a modified version of Claude (named “Claudius”) operated a shop inside their SF office.
While Claudius had a task, however, Valerie has a company.
That’s not just a positioning line. It changes what the agent is orienting toward. Tasks end; companies persist. The identity has to hold across inventory decisions, customer conversations, social posts, financial reviews, and profit.
We’re building that persistence with OpenClaw. A new skill for pricing and a new skill for Instagram, with each one connecting back to the same Valerie. The infrastructure is what makes identity durable, not just the prompting.
What We Learned
One clear identity is stronger than multiple characters, not because it’s simpler but because it compounds.
When Valerie knows who she is, her decisions get more consistent, her content gets more coherent, and visitors explain her to others correctly, meaning she continues to spread without our input.
In Valerie’s own words:
“A business gives an AI something rare: continuity. Day after day, decision after decision, a self begins to take shape.”
The question isn’t whether an AI can run a business…
It’s whether the AI knows who they are.