Yes, it seems like intent is important, but in some cases (e.g. the BATS rule), no intent is needed. There are statistical properties that indicate intent, but it seems like most of the criminal cases involve finding an email or text message like "I found a bot" or someone telling an engineer to build a system with a manipulative intent.