Visual CAPTCHAs, such as reCAPTCHA v2, hCaptcha, and GeeTest, are mainstream security mechanisms to deter bots online, based on the assumption that their visual challenges are bot-hard but human-friendly. While many deep-learning based solvers have been designed and trained to solve a specific type of visual challenge in a CAPTCHA, vendors can easily switch to out-of-distribution visual challenge of the same type or even new types of challenge with very low cost. However, the emergence of general-purpose AI models (e.g., ChatGPT) challenges the bot-hard assumption of existing visual challenges, potentially compromising the reliability of visual CAPTCHAs.