MAD-M™ Marketing Agent Decay Model

What MAD-M™ governs

MAD-M™ governs how AI-assisted marketing work is reviewed, corrected, and kept aligned with real business facts. It addresses source drift, stale claims, brand voice drift, and automated content that loses human judgment.

The counter-position: AI content risk is not just detection. The real risk is publishing pages with no first-hand observation, no named author, no source trail, and no update process.

How MAD-M™ differs from MAHI Index™

MAHI Index™ measures visibility. MAD-M™ governs the marketing system that creates and maintains the content. One asks, "Are we being cited?" The other asks, "Is the machine-assisted system still telling the truth?"

Both are needed. They are not the same framework.

The MAD-M™ 12-week drift scenario

The MAD-M™ 12-week drift scenario is a planning lens, not a guaranteed prediction or traffic forecast. It helps teams anticipate how AI-assisted content can lose visibility, authority, and retrievability when freshness, sourcing, differentiation, and human review are left unmanaged.

Weeks 1-2 are the freshness advantage phase: newly published or refreshed content may benefit from novelty, recency, and early engagement signals. Weeks 3-4 are the pattern recognition phase: systems begin detecting repeated structures, generic phrasing, and weak differentiation, so the initial novelty signal starts to fade.

Weeks 5-6 are the confidence erosion phase: trust and relevance signals soften unless the page contains original differentiation, first-party observations, primary sources, and clear provenance. Weeks 7-8 are the authority decay phase: competing sources that are fresher, better sourced, or more strongly corroborated can begin taking citation share and organic reach.

Weeks 9 and beyond are the systemic deprioritization phase: the asset can enter a persistent low-priority state where light edits are not enough. Recovery may require structural changes, stronger sourcing, clearer entity signals, new corroboration, or strategic repositioning.

What MAD-M™ does not promise

MAD-M™ does not guarantee rankings, AI citations, or a fixed 12-week outcome. It creates a review structure so marketing agents do not drift away from verified facts, client constraints, and editorial standards.