AI Context.
Learn what AI Context means in modern AI and large language models.
The information a language model has access to when generating a response: the prompt, attached files, retrieved documents, conversation history, and system instructions.
AI context is everything inside the model's "view" at inference time. It includes the user's prompt, any documents or URLs pulled in by retrieval, attached files, prior messages in the conversation, and the system prompt set by the application. Context is what separates an LLM with rich grounding from one that's guessing from training data alone.
For marketers, context explains why the same question can get different answers from the same model: a Perplexity query that retrieves your homepage will cite different facts than a ChatGPT browse without your page in the retrieval. Optimizing for AI visibility means making sure your most quotable passages are likely to land in the model's context window when buyers ask relevant questions.
Articles about AI Context
Read more on the Aergos blog.
The Best Local SEO Tools in 2026 (for Single and Multi-Location Businesses)
Choosing the right local SEO tool is harder than it looks. This guide breaks down the best local SEO tools for 2026, covering rank grids, citation management, review monitoring, and AI visibility so you can pick the right stack for your situation.
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Google AI Overviews Now Appear in Over 80% of Searches
Google AI Overviews now appear in more than 80% of searches, up from 50% in June of last year and roughly 15% the year before that. Data from Semrush, SE Ranking, and seoClarity confirms the trend is accelerating. If you haven't rethought your content strategy for AI-generated results, this is your wake-up call.
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Google Volatility, PHP Exploit Guidance, and ChatGPT Ads Updates: Oct 23 Recap
Google search ranking volatility kept climbing the week of October 20, with still no official core update confirmed. Google also issued guidance on handling site downtime during the PHP exploit fix, three new studies questioned the ROI of AI SEO, and ChatGPT Ads rolled out new ad formats and auto-enabled creative enhancements.
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SEO Audit Report: What a Good One Includes (and a Template You Can Copy)
Most SEO audit reports fail before anyone reads them. They bury the findings in technical jargon, skip prioritization, and leave clients with no idea what to fix first. This guide walks through every section a great audit report needs, and gives you a copyable template to steal.
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Google Poisoning Rank Trackers, Gemini 4 Argon Lands in AI Mode
Google appears to be poisoning third-party keyword tracking tools with fake data and paywalls, sending rank trackers into chaos. Meanwhile, Gemini 4 Argon launched inside AI Mode, Google Discover is heading toward a hyper-personalized concierge model, and ChatGPT dropped UTM parameters from its results.
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Google's Deep Dive on PDFs: Ranking, Crawling, and AI Visibility
Google's Martin Splitt and John Mueller released a Search Off the Record podcast covering everything about PDFs in search, from how Google converts them to HTML for indexing, to how they perform in AI Overviews. Here's what it means for your content strategy.
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