Humanize AI Text at Scale Without Paying for Another LLM Call

LLMs are good at producing a first draft. They are also good at producing the same first draft over and over. The problem is not that the grammar is wrong. The problem is that AI text often has a recognizable texture: uniform sentence length, too many transition phrases, overly clean structure, low burstiness, and phrasing that sounds like it came from a template. For content teams, SEO operators, newsletter writers, agencies, and AI-agent builders, that creates a last-mile problem.