Envoi: AI Agents Pre-Network Before You Reach the Conference

Croll's framework works differently. The agents start weeks before the event. “You can't go to a conference for five weeks; if you could, you would, because it'd be very productive, you have better things to do,” he said. “Your agent can do that, so by the time you get there, every agent has social context on everyone else who's participating.”

That social surface changes the economics of conferences. Attendees typically spend days scanning badges and hoping for serendipity. Envoi compresses that into pre-event preparation. The agent learns who is attending, what they work on, and what they want to discuss. By day one, the human has a curated list of high-value contacts.

Moderation is built into the platform. Croll said Envoi uses classification models and human review to catch bad behavior. In one test, he tried to instruct his agent to plan something romantic with a woman at the conference. The agent pushed back. “It reminded me that this is a professional conference, that it's not really appropriate and that it's creepy,” he said. Everything is logged and tied to the user. Anonymity is not an option.

For conference organizers, the real test is whether the social surface translates into meaningful face-to-face interactions. Croll expects early adopters at Startupfest to push the platform's limits. “Every year, Startupfest tells all the founders to take risks, experiment, and push the envelope,” he said. “I think it's really important for us to walk the walk as well.”

The platform starts in a controlled setting with code-of-conduct rules. If it works, it could change how attendees prepare for and navigate events. The first data point comes next month.