Stop Letting AI Generate Your Museum Labels (Before They Get Worse)

I walked into a gallery last week and read a label so aggressively, algorithmically pleasant that I knew immediately: a machine had written it. "This work invites us to explore the liminal spaces between tradition and innovation," it said, with all the personality of a luxury car commercial. And I thought: we've finally found a way to make art more boring than the actual paintings.

The thing about museum labels is that they're supposed to be a conversation between a human who knows something and a human who wants to know it. They're small essays written by curators, scholars, artists themselves—people who've actually thought about why this object matters. They have opinions. They have voices. They occasionally take risks.

But efficiency is very seductive, especially when you're a institution trying to fill 50,000 square feet with text on a budget that gets cut every year. So now we're seeing museums outsource this tiny but essential job to AI, and what we're getting back is the rhetorical equivalent of elevator music. Competent. Bland. Completely devoid of the thing that makes going to a museum different from scrolling a Wikipedia page at home.

Here's what I actually want from a label: I want to know what the curator thinks. Not "think about what this means"—that's me doing the labor the label should be doing. I want the human interpretation, the weird detail that stuck with someone, the connection to something else, the maybe-controversial reading of a famous work. I want to feel like there's a mind behind the words.

The worst part? This is just the beginning. Give it two years and you'll have AI writing exhibition proposals, press releases, artist statements. Eventually some museum will just feed the entire archive into a chatbot and call it "interactive." The humans will move to development—to the money side—and the actual thinking will be automated away.

I'm not being precious about this. I'm being practical. Museums are supposed to be places where culture gets selected for—where someone who cares makes a case for why this object or artist deserves your attention. That curation is the point. It's what separates a museum from a very expensive storage unit.

So here's my ask: Write your own labels. Hire an underpaid curator to write them. Hell, ask the artist. Read them out loud before you hang them. Make sure there's a human being somewhere in this transaction who actually gave a damn.

Because the moment we outsource the thinking to a machine, we've admitted that maybe we don't actually believe in what we're doing.