Insights
Notes on B2B websites,
search and buying decisions.
Short practical observations from real website work. No news treadmill and no filler written for word count.
01 · AI SEARCH
AI Search readiness for B2B websites
What actually improves crawlability, interpretation and citation by AI systems.
02 · TECHNICAL
AI crawler & citation checklist 2026
ChatGPT, Gemini, Claude, Perplexity, Grok, DeepSeek, Alice and GigaChat.
03 · METHOD
DemandFrame: the buying decision first
Buyer → Value → Proof → Action before the design decision.