ORIGINAL METHODOLOGY
Human-Led AI
A practical method for using artificial intelligence as an accelerator while keeping authority, judgment, authorship, and accountability human.
Human-led AI begins with a clear source of truth. The human defines the objective, approved references, boundaries, and finish line before generation begins.\n\nThe system may accelerate research, comparison, drafting, transformation, and testing. It does not inherit final authority. Important claims are checked against their sources, creative decisions remain attributable, and the responsible person makes the final call.\n\nA reliable workflow also records constraints and quality gates. That structure reduces drift, makes revisions explainable, and helps the finished work retain a recognizable human voice.