Claude Cowork: Can Cheap AI Models Organize Your Photos?

If you want to use AI to sort through folders of screenshots, family photos, product images, and illustrations, accuracy is everything. One hallucinated detail means a misfiled image. One misread action means a wrong label. At scale, small error rates compound into a mess that takes longer to fix than doing it by hand.I ran a visual understanding benchmark across five AI models to find out which ones you can actually trust. Can a cheaper, faster model like Claude Haiku 4.5 or Gemini 3.1 Image Flash (Google Nano Banana 2) match Claude Opus 4.6 on visual accuracy - and what does it cost to run each at scale?Thanks for reading! Subscribe for free to receive new posts and support my work.Some can. Some absolutely cannot. One model hallucinated a sad face that does not exist. Another read “Reconnect” as “Configure.” The gap between the best and worst was not subtle.The short version, in this benchmark: Tier 1 (trust unsupervised): Opus 4.6, Gemini 3.1 Image Flash -- zero hallucinations…