Field notes from the AI search frontier.
Your next customer may be an AI agent, and it reads your schema before your homepage
AI citations were round one. Round two is an autonomous agent that compares, chooses, and transacts, and it reads your data layer before it reads your copy.
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What Happens to Your Core Web Vitals When the Page Loads Before the Click
Prerendered pages load in a third of a second and CrUX counts every one of them. A practical speculation rules rollout guide written for SEO teams.
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Helpful Content Still Wins, the Judges Just Changed
Search now puts a machine between you and your reader. Here's how to publish content that helps real people and still gets cited by AI Overviews, ChatGPT, and Perplexity.
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Breaking Into an SEO Career When the Search Box Becomes an Answer
SEO isn't dying, it's splitting in two. The old junior tasks got automated, but a bigger, better-paid layer just opened. Here's how to start your SEO career in 2026.
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Your Vibe Coded Site Looks Great and AI Cannot See a Word of It
Lovable, Bolt, and v0 ship a working site before lunch. Most of them ship one that ChatGPT, Claude, and Perplexity read as a blank page, and the fix starts with how the page renders.
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The Brand Risk Almost Nobody Is Defending In AI Search
AI tools can repeat a wrong or hostile claim about your brand to every buyer who asks. Here is how the attacks work and how to defend the narrative.
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Most AI answers in Bahasa Indonesia are thin, and local brands can own the gap
Ask an AI assistant the same question in English and Bahasa Indonesia and the Indonesian answer is thinner, drawn from fewer sources. That gap is the biggest first-mover opening in search, and here is how to take it.
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Google ignores IndexNow, which is exactly why it is worth setting up
IndexNow gets dismissed because Google won't use it, but Bing, Yandex, Naver, Seznam and Yep do, and Bing's index feeds Copilot, DuckDuckGo and ChatGPT search. A full implementation guide across WordPress, Shopify, Cloudflare and headless, plus measurement.
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Updating your page does nothing until the freshness signals move with it
You can rewrite half an article and to a machine the page looks untouched. Freshness is a technical claim carried by dateModified, sitemap lastmod, and the visible date. How to signal real updates without faking the dates.
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Google recrawls your 404s far more than your 410s, and at scale that is real budget
The 410 deindexation-speed gap is smaller than people claim. But a controlled experiment found Google recrawls 404s 49.6% more than 410s, and on a large site that is real crawl budget. Here is when to use each and how to deploy 410 at scale.
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