A comparison of marketing automation software has been published, highlighting 11 tools. Other outlets have also released their own lists of top marketing tools for 2026, with some focusing on specific areas such as email marketing, social media automation, and content creation. The number of recommended tools varies across the outlets, with lists ranging from 10 to 16 tools.