Etsy blends human curation and AI to personalize gift discovery

Etsy is betting that the hardest part of gift-buying is not the budget, but the search. The marketplace said only 12% of U.S. shoppers named Etsy top of mind for gifts, even as about two-thirds of Americans say finding the perfect present is a struggle and roughly half of gifting happens outside the holidays.

The answer Etsy is pushing is a blend of human taste and machine scale. Its Gift Mode tool, launched in January 2024, uses machine-learning technology to match shoppers with items organized by more than 200 recipient personas, a practical attempt to make birthdays, graduations, baby showers and anniversaries easier to shop. For a platform built on handmade, vintage and custom goods, that matters: the value is not just in finding something personal, but in finding it fast enough to actually buy it.

Etsy took that idea further in its newer AI-powered discovery experience, which it says starts with about 50 human-curated listings. Engineers then expand those picks to roughly 1,000 items with machine learning, and large language models help keep the final collection coherent, varied and high quality. The collections are organized around trends, aesthetics and occasions, with names like Island Luxe, Modern Farmhouse, Literary Girl and Maximalist. Etsy says recent shopper activity, including purchases and viewed items, helps determine what appears in the feed, making the experience feel more tailored to the person browsing than to a generic trend chart.

That balance is the tension at the center of Etsy’s pitch. Human merchandisers set the point of view; AI stretches it across a marketplace with more than 100 million items. Done well, that can make discovery feel culturally relevant, not automated, because the algorithm is not inventing taste from scratch. It is amplifying a judgment call already made by a buyer with an eye for what belongs together, whether that means a coastal palette, a bookish aesthetic or a louder, more maximalist mix.

Nick Daniel said Etsy is “just scratching the surface” with AI, and the company’s February 2026 results show it is treating that as a strategic priority. Etsy said it is investing in app improvements, personalized browsing and discovery, and partnerships involving OpenAI, Google Gemini, Microsoft Copilot and Stripe. Across Etsy, Reverb and Depop, the company said it had 8.1 million active sellers and 95.5 million active buyers as of December 31, 2024.

The bigger retail test is whether this makes Etsy feel like a sharper gift concierge or just a better recommendation engine. Right now, the company is arguing that the best personalized gift discovery comes from both, a human point of view scaled by AI, and a shopping experience built to help people find something thoughtful before procrastination turns into overnight shipping.