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LLMs fundamentally changed how search algorithms evaluate content quality and relevance. Will Critchlow, CEO at SearchPilot, has built the industry's leading SEO A/B testing platform serving enterprise sites and recently launched the first geo testing system purpose-built for AI search optimization. The discussion covers why traditional ranking factor speculation no longer works in black-box AI environments and introduces testing-first methodologies for proving SEO value at the executive level. Critchlow outlines frameworks for moving beyond yesterday's best practices toward data-driven optimization strategies that account for algorithmic unknowability.

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