EPISODE · Feb 4, 2026 · 3 MIN
Biggest shock about how LLMs rank content
from Voices of Search // A Search Engine Optimization (SEO) & Content Marketing Podcast
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.See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.
What this episode covers
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. See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.
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Biggest shock about how LLMs rank content
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