Lean teams do not need another feature matrix. They need to know which platform will ship finished work before the week is over.

We tested six AI-assisted marketing platforms the way an operator would: connect a real brand, brief a real offer, and see what actually leaves the building. Scores below are editorial, not vendor quotes. Pricing is public list pricing as of August 2026 and will move.

If you only read one section, read the editor’s summary, then skip to the product that matches your motion. Ecommerce lifecycle is not the same problem as B2B product-led email, and the tools know it even when the landing pages pretend otherwise.