[Richard H. Roberts]
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Ideas on the AI-search shift

The thinking behind the method — the case against AI slop, and how to build content that earns citations instead.

Essay · GEO strategy

AI Slop Is Doomed. Here's Why.

Why "GEO at scale" produces a short-lived spike — and why content built on genuine information gain compounds as LLM filtering tightens. Three reasons, with the research behind them.

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Essay · Methodology

How to Stop the Slop: The AIG Framework

My Active Information Gain framework — a measurable, six-dimension method for engineering content that AI engines cite instead of deduplicate away.

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Richard H. Roberts
GEO & AI-Search Leader · San Anselmo, CA
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© 2026 Richard H. Roberts