Puzzle Enthusiasts Struggle as AI Invades Their Analog Hobby

The rise of AI-generated jigsaw puzzles is frustrating devoted puzzlers who value the intricate details and human touch.

Published on Mar. 4, 2026

Got story updates? Submit your updates here. ›

Jigsaw puzzle enthusiasts are increasingly encountering AI-generated puzzles, which they say lack the thoughtful design and coherence of human-created artwork. Puzzle hobbyists spend hours studying each piece, looking for the smallest details, but AI-created images often have inconsistencies and flaws that are obvious to their trained eyes. While AI-generated art may look beautiful overall, puzzlers say the individual elements often fall short, ruining the satisfaction of completing the challenge. Some puzzle companies are trying to be transparent about their use of AI, but smaller, art-focused brands are struggling to compete with the speed and low cost of AI-powered puzzle production.

Why it matters

Jigsaw puzzles are seen by many as a tactile, mindful, and uniquely analog experience - a way to unplug from the digital world. The rise of AI-generated puzzles threatens to undermine this cherished hobby, as puzzlers feel the sense of discovery and accomplishment being stripped away by computer-generated imagery that lacks the careful attention to detail they value.

The details

Puzzle enthusiasts spend hours closely examining each piece, looking for the smallest details that make the final image coherent and satisfying to complete. But AI-generated puzzles often have inconsistencies, like plants with stems that don't line up or humans with unnatural features, that are glaringly obvious to experienced puzzlers. While AI art is improving, there are still telltale signs that a computer, not a human, created the image. This makes the puzzle-solving experience feel more like a frustrating chore than a rewarding hobby.

  • In the last 16 months, puzzle enthusiast Tracy Delphia has noticed a significant increase in the number of AI-generated puzzles on the market.
  • In the late 1960s and early 1970s, jigsaw puzzles were a very popular form of illustrated art, sparking the creative interests of artists like Brian Clarke.

The players

Tracy Delphia

A puzzle enthusiast with more than 60 years of experience who has noticed a rise in AI-generated puzzles in recent years.

David Swart

A jigsaw puzzle enthusiast who points out the obvious flaws in AI-generated puzzle images, like asymmetrical train engines and humans that appear to be snowmen.

Brittany Routh

A graphic designer and avid puzzler who owns an online puzzle shop called Every Little Piece that has a non-AI pledge.

DeAnna Tibbs

A partner at Oakland Puzzle Company, a brand that focuses on quality and art-forward puzzles made without the use of AI.

Brian Clarke

An artist who creates illustrations that are licensed for use in jigsaw puzzles, and who has lost out on opportunities due to the speed and low cost of AI-generated art.

Got photos? Submit your photos here. ›

What they’re saying

“Where else does a photo or painting have its details scrutinized as much as when someone is doing a puzzle? I've been to museums and seen famous art in Rome and New York. But only when doing a puzzle am I looking for the little branch that has a white fleck on the tip.”

— David Swart, Jigsaw puzzle enthusiast (Vox)

“It's like, wait a minute, this person has six fingers, or this plant starts off with a stem here and then it doesn't pick up until halfway across the puzzle.”

— Tracy Delphia, Puzzle enthusiast (Vox)

“You can tell a lot of it is not well thought out because it's created by a machine. Usually, the composition and the basics of the artwork itself is just missing. There'll be all of those little AI mistakes.”

— Brittany Routh, Graphic designer and avid puzzler (Vox)

What’s next

Puzzle companies like Ravensburger have acknowledged the use of AI in some of their past puzzle designs and say they are working to be more transparent about its use going forward, including labeling AI-assisted puzzles on packaging.

The takeaway

The battle over AI-generated puzzles is part of a larger cultural shift, as puzzle enthusiasts and small businesses try to preserve the human touch and artistry they value in this analog hobby. While they may not be able to completely stop the rise of AI-powered puzzle production, they hope to raise awareness and give consumers the choice to support real artists when purchasing puzzles.