[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"site-info":3,"$fuv5HmfZVnZic78i5MYtJfvGrT9N68nR0qFGBX6yYXnU":6},{"destination_type":4,"branding":5},null,false,{"id":7,"slug":8,"title":9,"excerpt":4,"body":10,"meta_title":9,"meta_description":4,"keywords":56,"canonical_url":4,"noindex":5,"schema_type":57,"related_article_ids":58,"related_question_ids":59,"status":60,"published_at":61,"created_at":62,"updated_at":63,"ai_generated":64,"ai_model":65,"search_vector":66,"author_id":4,"cover_image":4,"cover_image_alt":4,"audience":67,"goal":4,"site_id":4,"category":4,"related_articles":68,"related_questions":69},"c7f69169-91bb-4890-9333-ddf70bc7d02f","ai-search-visibility-for-saas-docs","AI search visibility for SaaS docs",[11,14,20,24,27,31,38,40,44,50,52],{"text":9,"_type":12,"level":13},"heading",1,{"_type":15,"children":16},"paragraph",[17],{"text":18,"_type":19},"AI assistants like Claude, ChatGPT, and Perplexity are increasingly the first place developers go for technical answers. If your SaaS documentation doesn't show up in their citations, you're invisible to a fast-growing share of your potential users — even if your Google ranking is solid.","text",{"_type":15,"children":21},[22],{"text":23,"_type":19},"This pillar covers the two things that matter most for AI visibility of SaaS docs: how the crawlers actually work, and how to structure your pages so they get cited.",{"text":25,"_type":12,"level":26},"How LLM crawlers index SaaS docs",2,{"_type":15,"children":28},[29],{"text":30,"_type":19},"LLM crawlers prioritize structured, semantic content over raw keyword density. They reward server-rendered HTML, clean URL hierarchies, and explicit relationships between concepts. JavaScript-only documentation is largely invisible to them.",{"_type":32,"items":33},"linkGrid",[34],{"url":35,"title":36,"description":37},"\u002Fhow-llm-crawlers-index-saas-docs-sites","How LLM crawlers index SaaS docs sites","Full breakdown of crawler behavior and indexability practices",{"text":39,"_type":12,"level":26},"Schema markup that gets you cited",{"_type":15,"children":41},[42],{"text":43,"_type":19},"Schema.org markup is the single highest-leverage thing you can add to a docs page. TechArticle, HowTo, FAQPage, and SoftwareApplication schemas give LLMs the machine-readable context they need to extract and cite your content cleanly.",{"_type":32,"items":45},[46],{"url":47,"title":48,"description":49},"\u002Fschema-markup-patterns-that-boost-ai-citations","Schema markup patterns that boost AI citations","Which schemas matter, how to embed them, and validation tips",{"text":51,"_type":12,"level":26},"The takeaway",{"_type":15,"children":53},[54],{"text":55,"_type":19},"AI visibility for SaaS docs isn't a separate channel — it's a set of structural decisions that also make your docs better for humans. Server-render your pages, add the schemas, allow the AI crawlers in robots.txt, and write content that answers questions directly.",[],"Article",[],[],"published","2026-05-25T17:08:14.378+00:00","2026-05-25T17:08:14.42496+00:00","2026-05-25T17:12:53.29825+00:00",true,"mcp-client-llm","'ai':1 'doc':6 'saa':5 'search':2 'visibl':3",[],[],[]]