The Problem
Search engines and AI crawlers struggled to index content correctly, limiting organic acquisition.
The Hypothesis
Adopting an SSR or hybrid rendering model for key public pages will improve crawlability and discoverability.
The Decision
Benchmarked Miro, Canva and Figma; validated SSR/hybrid rendering for community, templates and public pages.
Retrospective
Define AI crawler and LLM visibility metrics earlier, not only classic SEO KPIs.
🤖 AI Logic Check
Analysis for this specific engineering logic: