Comment by jvwww

To be blunt, I would rate it a 1, a 0 if I could. I would stop reading after the third sentence. FWIW, humanizers do not work. Can they make AI text sound better - yes, but only mildly. Also, they won't trick good ai detectors, and the resulting text is still cumbersome to read.

This is what I got first time with a humanizer I built, still sounds terrible:

"Yeah, an LLM gets you the 10-minute demo now.

The expensive part is everything after, once real users depend on it. You end up maintaining editable state, templates, email-safe HTML, export pipelines, asset handling, permissions, custom blocks, and live previews. That takes months.

Structure makes AI output usable here, and it gets more important as the workflow gets automated. That's the idea behind Unlayer Elements. The LLM generates real editable components that map back into the actual email or page, and you keep editing what it makes like anything else in the tool.

I'd prototype with the LLM. I'd bring in Unlayer once that content layer becomes real infrastructure you don't want to own yourself."