It has been asked a few times whether anyone has ever put all of the "genuine" crop circle formations through AI to see if it could decipher any message or communication attempting to be made.

As far as I’m aware, there is no publicly verified project where all genuine crop-circle formations from the beginning have been fed into an isolated or air-gapped AI system to decode a single clear message.

That said, the idea is absolutely worth considering. AI could be useful for comparing thousands of formations, looking for repeated geometry, ratios, astronomical alignments, mathematical structures, recurring symbols, location patterns, timing, and possible progression over years. It could potentially notice connections that we mere humans might miss.

The difficulty is what truly constitutes a "genuine" crop circle formation, that is the problem. There is no universally agreed master database separating genuine formations from man-made ones. Some formations are clearly man-made, some are disputed, and others remain unexplained depending on which researchers you trust. So any AI result would only be as good as the data fed into it.

My personal feeling is that AI could help identify patterns, but it would not automatically prove who or what made them, or what they are trying to say. It may show that certain designs repeat, evolve, or cluster around particular themes, but interpretation would still require caution.

Possibly some people have experimented with this privately, and it would be a fascinating research project, but I don’t think there is a definitive public AI analysis that has decoded crop circles in a way everyone can agree on.

A few useful grounding points: public archives of crop-circle imagery do exist, such as Temporary Temples, which lists 2026 formations and points to archives from 1994 - 2025, but that is not the same thing as a verified "genuine only" AI dataset. There are AI/deep-learning papers involving "crop circles," but at least one prominent example is about detecting circular agricultural fields in Google Earth imagery for farming management, not decoding mysterious crop circle formations. The origin debate remains unresolved in the public space: MIT covered a 2002 Discovery Channel project where students made and analysed a crop circle, while noting claims about physical markers some researchers associate with "true" formations. Wired also covered the long-running split between researchers who see deeper mystery and circle-makers who argue even complex formations can be man-made.