Guides

LLMs don’t treat all third-party sources equally. A single Gartner Magic Quadrant mention carries 2-3x more citation weight than a dozen blog placements. This source hierarchy determines whether your AEO efforts generate sustainable visibility or waste time on low-impact placements. Understanding which sources to prioritize works alongside structuring content for AI extraction — both are … Read more

Why B2B AEO Is Different From Consumer Optimization B2B companies face a fundamentally different challenge with AEO than consumer brands. Your buyers don’t ask AI “what is marketing automation?” They ask “why are we losing deals in the final stage?” or “which CRM integrates with our existing tech stack without breaking our compliance setup?” These … Read more