A developer opens a fresh terminal, starts a conversation with their AI coding agent of choice, and asks it to add a small feature to a repo they have worked in for months. The agent responds by asking which test runner the repo uses, where the build command lives, and whether it should commit at … Read more
A prospect opens ChatGPT and asks whether your product supports a specific integration. The assistant thinks for a moment and confidently answers “yes.” The prospect signs up, opens the dashboard, cannot find the feature, and emails support. A support engineer spends twenty minutes untangling the hallucination and closes the ticket with an apology. That interaction … Read more
A user pastes a URL into an AI chat window and types a question about it. Two seconds later, an answer appears. The page was read, the relevant passage was found, and the response is grounded in the actual content on that URL. What happened in those two seconds is where most mental models of … Read more
So you’ve decided your website needs an llm.txt file. Good call. AI agents are crawling the web constantly, and a well-structured llm.txt is the fastest way to help them understand what your site is about without wasting tokens on navigation, footers, and ads. This guide walks you through the process from empty file to deployed … Read more
AI agents are visiting your website right now. They’re trying to understand what you do, what content you have, and where to find answers. Most of them are struggling. They’re downloading entire pages, parsing HTML, guessing which links matter, and burning through context windows trying to make sense of your site structure. There’s a better … Read more