My friend got asked to be best man and called me in a mild panic two weeks before the wedding, having written and deleted the same opening line about eleven times. He had plenty of real stories about the groom. He just couldn't figure out how to string them into something that didn't sound like a eulogy or a roast gone wrong.
I told him to dump the actual memories into an AI chatbot exactly as he'd tell them to me — messy, out of order, half-finished sentences — and ask it to help shape them into a toast with a beginning, middle, and end. Not write the toast from nothing. Organize what he already had.
He gave it three real stories: how he and the groom met in a college dorm hallway over a broken vending machine, the time the groom drove four hours to help him move apartments with zero notice, and a line the groom always says about his now-wife that everyone in their friend group quotes back to him. The AI helped him find the through-line — loyalty showing up in small, unglamorous moments — and structured the toast around that instead of a random string of anecdotes.
He still delivered it in his own voice, with his own jokes and his own timing. The AI just kept him from opening with "when so-and-so asked me to be best man, I was truly honored," which is the sentence every single wedding toast starts with and which nobody remembers five minutes later.
A good toast isn't about finding fancier words. It's about picking the right two or three memories and putting them in an order that lands. That's a structuring problem, and it turns out AI is pretty good at structure.
If you want the slow, no-jargon version of all this — the stuff I wish someone had handed me before I fumbled through it myself — that's exactly what I built On Ramp AI for. Check it out here.