Research synthesis and structural scaffolding
Machine layer
Most teams use AI to flood channels with generic noise. After writing 1,000+ ranking articles and leading growth teams, here is the exact boundary I enforce in my own business.
Choose a work area.
Machine layer
Marc’s layer
Cut production time 60%; grew organic traffic 180%.
I test tools in my own work before recommending them.
Test before recommending.
Build when software fails.
Keep a human gate.