Commodity Collapse Threshold

The Commodity Collapse Threshold is the point at which a client stops paying for text output and starts paying only for judgment about voice, claims, and sourcing. Every AI text generator in this category can produce a 1,200-word draft in under two minutes, so the typing itself has no defensible price. What holds margin is the layer above generation: brand-voice enforcement, fact-checking against real sources, and citation flow. ContentIQ illustrates the pattern by retrieving sources and discarding claims that fail verification before an article is written, which is editorial work a bare generator cannot do. Forrester's September 2026 analysis makes the same point at the model level: shared public models erase differentiation, so two agencies running identical prompts ship near-identical drafts. Agencies that price the generator hit the threshold within one renewal cycle. Agencies that price the editorial layer keep the retainer.