Author: Chris Han

Breadcrumbs for AI search expose brand, product, and use-case hierarchy so LLMs keep context when they pull a passage. See the patterns and a cold-passage test to prove it.

AI crawlers don’t scroll or run JavaScript, so infinite scroll hides your archive. See the pagination patterns that keep every page crawlable—and test yours.

When JavaScript injects your schema, AI crawlers like GPTBot and ClaudeBot may never retrieve the JSON-LD. Test what’s actually seen—and fix it.

\”Who does ChatGPT think my competitors are?\” Build your AI-native competitive set from AI recommendation answers with a repeatable method—start today.

AI recommends the brand independent sources already agree on. See how off-site signals for AI search build cross-source consensus — and get a framework to audit yours.

Reddit citations in AI search drive up to 46.7% of Perplexity answers. Learn which threads AI pulls and how to show up ethically—track your AI share of voice.

Best-of listicles in AI search power more shortlists than any single source. Learn to find the lists AI cites, earn placement, pass editors’ criteria, and stay current.

Bottom-funnel AI search prompts decide B2B deals. Get a taxonomy of the 7 high-intent prompt types—and a playbook to win each in ChatGPT. Start tracking yours.

AI wrong pricing—stale tiers, false ‘free’ claims, bad rival comparisons—loses deals. Get a 5-step playbook to fix how ChatGPT and Perplexity quote your price.

Integration questions in AI search gate B2B shortlists. See how ChatGPT, Perplexity and Gemini answer them, plus a playbook to win cited ‘yes’ answers.