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AI Agent Standards: A Practical Map for Marketers
AI Jul 17, 2026

AI Agent Standards: A Practical Map for Marketers

AI agents are moving from novelty demos to workflows that can research, brief, build, analyse, and trigger actions across tools. That shift creates a messy layer of standards and protocols designed to help agents communicate with software, data, and other agents. For performance marketing, SEO, analytics, and automation teams, the goal is not to memorise every acronym. It is to understand what each category solves, where it may affect your stack, and how to make smarter vendor decisions before automation becomes operational risk.

How often do LLMs cite your brand?
AI Feb 25, 2026

How often do LLMs cite your brand?

Search used to have one answer layer: the list of blue links on Google. Measurement was straightforward — you ranked, or you did not. That world is already gone for a significant share of users. With roughly 34% asking LLMs daily for real answers, a non-trivial portion of brand-related traffic, consideration, and purchase intent now flows through AI systems that summarise the web instead of linking to it. And yet most brands cannot answer a simple question: are we even cited in those summaries?

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