Tag: retrieval

Why ChatGPT’s Scoped Fan-Out Searches Are Reordering SEO Visibility

by Kenji Nakamura | Aug 21, 2026 | AI & Marketing, MarTech, SEO | 0

ChatGPT increasingly runs multiple scoped web searches (fan‑out queries) and leans on site: and authority signals. The result: brands, product pages and government domains gain visibility while listicles and comparison posts lose ground.

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Most ‘AI optimization’ wins are just technical-debt cleanup

by Kenji Nakamura | Aug 14, 2026 | AI & Marketing, MarTech, SEO | 0

Many AI‑optimization gains come from cleaning up years of technical and content debt. Retrieval systems penalize buried, duplicated or script‑dependent content — start by fixing architecture, consolidation, headings, internal linking and exposure of key answers.

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