AI citation research, entity architecture, and the Citation Architecture framework from Ideapreneur.https://ideapreneur.io/en-ushttps://ideapreneur.io/articles/answer-first-chunking-ai-content-extraction/https://ideapreneur.io/articles/answer-first-chunking-ai-content-extraction/AI retrieval systems score text chunks independently. Answer-First Chunking aligns your content architecture with how AI engines extract and cite content.Wed, 03 Jun 2026 00:00:00 GMThttps://ideapreneur.io/articles/citation-half-life-ai-content/https://ideapreneur.io/articles/citation-half-life-ai-content/Your article ranks on Google. AI engines stopped citing it. That's AI citation decay — and Citation Half-Life explains why it happens and how to reset it.Fri, 05 Jun 2026 00:00:00 GMThttps://ideapreneur.io/articles/does-chunking-change-ai-citation/https://ideapreneur.io/articles/does-chunking-change-ai-citation/Does chunking change whether answer engines cite you? We checked our own citation count, citation share, and rank-vs-citation overlap — see the data here.Mon, 17 Aug 2026 00:00:00 GMThttps://ideapreneur.io/articles/entity-spine-ai-citation-brand-identification/https://ideapreneur.io/articles/entity-spine-ai-citation-brand-identification/Our working model of the Entity Spine: one consistent brand identity across Wikidata and Schema.org. A hygiene hypothesis, not a documented requirement.Tue, 26 May 2026 00:00:00 GMThttps://ideapreneur.io/articles/how-long-to-get-cited-by-ai/https://ideapreneur.io/articles/how-long-to-get-cited-by-ai/Fresh domain, zero history: Perplexity and ChatGPT cited ideapreneur.io on day 16 — 3 days after fixing crawl access. First-party citation timeline data.Sun, 28 Jun 2026 00:00:00 GMThttps://ideapreneur.io/articles/how-to-check-if-ai-bots-can-crawl-your-site/https://ideapreneur.io/articles/how-to-check-if-ai-bots-can-crawl-your-site/How to check if AI bots can crawl my site: the exact OAI-SearchBot, GPTBot & PerplexityBot user-agent strings, the robots.txt audit method, and the fix.Sun, 21 Jun 2026 00:00:00 GMThttps://ideapreneur.io/articles/how-to-know-which-pages-ai-citing/https://ideapreneur.io/articles/how-to-know-which-pages-ai-citing/Bing Webmaster Tools' AI Performance report names which pages AI cites. Here's exactly what it shows, what it can't, and how to test the rest yourself.Fri, 18 Sep 2026 00:00:00 GMThttps://ideapreneur.io/articles/how-to-show-up-in-perplexity/https://ideapreneur.io/articles/how-to-show-up-in-perplexity/Learn how to show up in Perplexity: what Perplexity documents, what independent testing has found, and where its crawler policy diverges from behavior.Mon, 06 Jul 2026 00:00:00 GMThttps://ideapreneur.io/articles/information-gain-ai-citations/https://ideapreneur.io/articles/information-gain-ai-citations/AI retrieval systems don't cite the best-written article — they cite the one with Information Gain. Learn why content quality fails at the retrieval layer.Sat, 30 May 2026 00:00:00 GMThttps://ideapreneur.io/articles/llms-txt-explained-do-you-need-it/https://ideapreneur.io/articles/llms-txt-explained-do-you-need-it/Google confirmed it doesn't use llms.txt for citation, and Perplexity's own docs don't back the claim. Three studies find no measurable citation lift.Thu, 30 Jul 2026 00:00:00 GMThttps://ideapreneur.io/articles/what-is-ai-citation-engineering/https://ideapreneur.io/articles/what-is-ai-citation-engineering/AI Citation Engineering — what the industry calls GEO and AEO — is the systematic framework for getting cited by ChatGPT, Perplexity, and Google AI.Sat, 23 May 2026 00:00:00 GMThttps://ideapreneur.io/articles/what-queries-can-my-brand-get-cited-for-in-ai-answers/https://ideapreneur.io/articles/what-queries-can-my-brand-get-cited-for-in-ai-answers/What queries can my brand get cited for in AI answers? Logged tests show vendor docs hold mechanism queries; outcome queries stay open. Discard first.Sun, 04 Oct 2026 00:00:00 GMThttps://ideapreneur.io/articles/why-ai-engines-cite-different-sources-same-page/https://ideapreneur.io/articles/why-ai-engines-cite-different-sources-same-page/Why the same page gets cited by one AI engine and ignored by another: retrieval index and grounding differences, not quality issues. Case data inside.Mon, 31 Aug 2026 00:00:00 GMThttps://ideapreneur.io/articles/why-brand-not-showing-up-in-ai-answers/https://ideapreneur.io/articles/why-brand-not-showing-up-in-ai-answers/Five failure modes cause AI search invisibility. Diagnose your crawl block, entity gap, content structure failure, missing schema, or index lag — then fix it.Sun, 14 Jun 2026 00:00:00 GMThttps://ideapreneur.io/articles/why-competitor-cited-by-ai-not-me/https://ideapreneur.io/articles/why-competitor-cited-by-ai-not-me/See a competitor's page cited in Perplexity or ChatGPT and not yours? Run this 3-step audit to diagnose the exact gap: entity, depth, or crawl access.Mon, 20 Jul 2026 00:00:00 GMThttps://ideapreneur.io/articles/why-schema-markup-isnt-getting-ai-citations/https://ideapreneur.io/articles/why-schema-markup-isnt-getting-ai-citations/Schema markup doesn't cause AI citations — it removes a parsing barrier, and Google's 2026 guidance confirms it isn't required. Here's the full diagnostic.Tue, 14 Jul 2026 00:00:00 GMT