[{"data":1,"prerenderedAt":171},["ShallowReactive",2],{"learn-geo-/en/learn/geo/intro-summary-en":3},{"id":4,"title":5,"body":6,"description":129,"extension":130,"meta":131,"navigation":164,"path":165,"seo":166,"stem":169,"__hash__":170},"content_en/5.learn/geo/intro-summary.md","Intro Summary",{"type":7,"value":8,"toc":121},"minimark",[9,17,22,25,36,39,43,59,64,75,80,85,89,109,113],[10,11,12,16],"p",{},[13,14,15],"strong",{},"TL;DR"," — AI engines read the first paragraph to decide page relevance before processing the rest of the content. A direct, 40–80 word summary at the top guarantees the conclusion is captured — even if the model never reads further.",[18,19,21],"h2",{"id":20},"why-intro-summaries-matter-for-ai-engines","Why Intro Summaries Matter for AI Engines",[10,23,24],{},"The first paragraph of a page carries disproportionate weight in how AI engines assess relevance. Before processing the full content, a model reads the opening paragraph to determine whether the page matches the user's query. A long, throat-clearing introduction — \"In today's rapidly changing digital landscape, businesses face unprecedented challenges...\" — wastes the model's attention budget without conveying any useful information.",[10,26,27,28,35],{},"The ",[29,30,34],"a",{"href":31,"rel":32},"https://arxiv.org/abs/2311.09735",[33],"nofollow","Princeton GEO paper (2024)"," analysed pages that appeared as cited sources across ChatGPT, Perplexity, and Google AI Overviews. Pages with clear, direct opening summaries — stating the topic, the key claim, and who benefits — were cited significantly more often than pages with indirect or vague introductions. The mechanism is direct: the model's relevance assessment runs on the first N tokens of a document. A direct summary front-loads the most valuable signal.",[10,37,38],{},"This also intersects with the \"lost in the middle\" problem in LLM research: information at the beginning and end of a document is weighted more heavily than information in the middle. Your first paragraph is the highest-attention-weight content on the page.",[18,40,42],{"id":41},"how-to-implement","How to Implement",[44,45,46,50,53,56],"ul",{},[47,48,49],"li",{},"First paragraph: 40–80 words",[47,51,52],{},"State: what the page is about + the key claim + who benefits",[47,54,55],{},"Avoid passive voice and filler phrases",[47,57,58],{},"The opening paragraph should be self-contained — it should make sense as a standalone excerpt when extracted by an AI engine",[10,60,61],{},[13,62,63],{},"Good example:",[65,66,67],"blockquote",{},[10,68,69,70,74],{},"\"Schema markup is JSON-LD structured data added to a page's ",[71,72,73],"code",{},"\u003Chead>"," that tells AI engines exactly what type of content the page contains. Pages with valid Article or FAQPage schema are cited 30–40% more often in AI-generated answers (Princeton, 2024). This guide covers implementation for the five most important schema types.\"",[10,76,77],{},[13,78,79],{},"Weak example:",[65,81,82],{},[10,83,84],{},"\"In this comprehensive guide, we'll be taking an in-depth look at schema markup and exploring how it can potentially benefit your website in various ways...\"",[18,86,88],{"id":87},"common-mistakes","Common Mistakes",[44,90,91,97,103],{},[47,92,93,96],{},[13,94,95],{},"Starting with a question"," — \"Have you ever wondered why your content isn't being cited by AI?\" delays the actual answer; start with the answer",[47,98,99,102],{},[13,100,101],{},"Repeating the page title verbatim"," — the first sentence should add information beyond the title, not restate it",[47,104,105,108],{},[13,106,107],{},"Generic openers"," — \"Welcome to our guide on...\" or \"In today's digital landscape...\" are irrelevant filler that erodes the model's attention budget",[18,110,112],{"id":111},"sources","Sources",[44,114,115],{},[47,116,117],{},[29,118,120],{"href":31,"rel":119},[33],"Princeton GEO Paper (2024)",{"title":122,"searchDepth":123,"depth":123,"links":124},"",2,[125,126,127,128],{"id":20,"depth":123,"text":21},{"id":41,"depth":123,"text":42},{"id":87,"depth":123,"text":88},{"id":111,"depth":123,"text":112},"A concise opening paragraph (under 80 words) that states what the page is about and who it's for.","md",{"publishedAt":132,"badge":133,"type":135,"faq":136,"related":146,"cta":159},"2026-03-31",{"label":134},"Core","guide",[137,140,143],{"question":138,"answer":139},"How long should an intro summary be?","40–80 words. Short enough to be read as a standalone excerpt, long enough to convey topic, claim, and audience. Under 40 words is often too thin to establish full context; over 80 words risks becoming a second paragraph rather than a summary.",{"question":141,"answer":142},"Should the intro summary contain the target keywords?","Yes, naturally. The intro summary should mention the primary topic keyword because it's describing what the page is about — not to satisfy a keyword density requirement. Write for the reader first: if the summary is clear and accurate, the keywords will appear naturally.",{"question":144,"answer":145},"Does this advice apply to landing pages as well as articles?","Yes. Product landing pages should open with a clear value proposition: what the product does, who it's for, and what outcome it delivers. The same principle applies: front-load the most valuable information. AI assistants answering 'what does X product do?' read the first paragraph of the product page.",[147,151,155],{"title":148,"url":149,"description":150},"Clear Takeaway / Key Summary","/learn/geo/clear-takeaway","TL;DR blocks that complement the intro summary with structured bullet points.",{"title":152,"url":153,"description":154},"Heading Hierarchy","/learn/geo/heading-hierarchy","How H1/H2 structure follows the intro summary to guide AI navigation.",{"title":156,"url":157,"description":158},"FAQ Blocks for AI Citability","/learn/geo/faq-block","How intro + FAQ together create the highest-citation-density page structure.",{"title":160,"description":161,"label":162,"url":163},"Does your intro summary pass the AI engine test?","TrustData analyses your opening paragraphs for directness, length, and key claim presence.","Audit my pages","https://app.trustdata.tech",true,"/learn/geo/intro-summary",{"title":167,"description":168},"Intro Summary for AI Engines — GEO Optimisation Guide","AI engines read the first paragraph to decide relevance before processing the rest. A direct 40–80 word intro guarantees your key claim is captured, even if the model reads no further.","5.learn/geo/intro-summary","gWQrtBVAQSfpOUi3Q1zGe5-p9Q1Cvex6IMb9zblrJyw",1777026713888]