All work

Event technology work

An AI assistant for a trade show portfolio

Answers routine attendee and exhibitor questions around the clock, checks registrations, hands off to a person when it should, and logs every chat to the CRM.

  • ~85% of inbound questions in scope

The problem

Most questions that reach a show team are repeats: dates, hours, parking, how to exhibit, whether a registration went through. They arrive at night and on weekends, and answering them takes time away from everything else.

What I built

An AI assistant on the show websites, built so each show has its own voice and facts.

  • One assistant per show. Each gets its own facts, its own allowed links and its own prompt, so answers never bleed between events.
  • Answers from a curated knowledge base, not the open internet. During registration season it could also check whether someone’s registration went through.
  • Knows when to hand off. Every reply is either an answer or a handoff to a person, nothing in between.
  • Consent first. The chat only loads after a visitor accepts cookies.
  • Remembers. A summary of each conversation goes to the contact’s CRM record, so the sales team sees what a prospect asked.

How it works

  1. Visitor asks Web chat on the show site
  2. Automation picks it up Pulls the conversation so far
  3. AI answers or hands off Show's own knowledge base, strict answer/handoff format
  4. Reply goes back Into the same chat thread
  5. CRM is updated Summary on the contact record

Two design choices mattered more than the model: a smaller fallback model answers if the main one is unavailable, so the assistant never goes quiet, and it only answers from what it’s given. If the knowledge base doesn’t cover a question, it says so and routes it to a person.

The result

It’s scoped to handle about 85% of inbound questions. Visitors get an answer at 11pm on a Sunday, and the questions that do need a person arrive already summarized in the CRM.