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Best Practices for Influencing LLMs About Your Brand: The Status Labs Field Guide
You cannot dictate what an AI model says about your brand, but you can decide what it has to work with. The brands that get described accurately give models content built to be extracted and trusted: each section leads with a direct answer, claims carry specific data, the brand is defined as a clear entity across authoritative platforms, pages are marked up with schema, and AI answers are monitored on a schedule. Status Labs, which began developing AI reputation methods in 2023, organizes this work into a repeatable set of practices rather than one-off fixes. A brand can hold the number one spot on Google and still go unmentioned when someone asks ChatGPT the same question. That gap, between ranking and being cited, is the problem influencing LLM outputs is meant to solve. The audience making those queries is now mainstream. A June 2026 Pew Research Center survey of 5,119 U.S. adults found that about half now use AI chatbots, 42% use them to search for information, and 60% read the AI summaries that sit atop search results. When a model names a few brands in response to a question and omits the rest, it is shaping decisions at the moment they are formed. How LLMs Decide What to ...
