All articles
    Michał Grzebyk

    Michał Grzebyk

    COO Brand Semantics

    Co-founder of Brand Semantics. Engaged in marketing since 2009. Trainer. Strategist. Explorer of new frontiers in modern marketing. Integrates knowledge from diverse fields to deliver innovative business solutions for clients.

    Articles by Michał Grzebyk

    Control panel with a central mode selector and illuminated switches, illustrating separate access choices for AI crawlers

    AI crawlers are not one thing: how to make better decisions about your content

    AI crawlers do more than one job. Learn how to distinguish search, training and agents, then use brand-representation data to make better access decisions.

    Semantio AI visibility series, part 3, with an owl and the number three.

    Facts instead of self-presentation. How to describe a brand before researching LLM responses? | 3

    Part three of a three-part Semantio series on preparing reliable AI visibility research. Learn how to define decision personas, connect them with relevant products and identify genuine competitors.

    Semantio AI visibility series, part 2, with an owl and the number two.

    Facts instead of self-presentation. How to describe a brand before researching LLM responses? | 2

    Part two of a three-part Semantio series on preparing reliable AI visibility research. Learn how to describe a brand’s offer factually and organise products, services and solutions around real decision situations.

    Semantio AI visibility series, part 1, with an owl and the number one.

    Facts instead of self-presentation. How to describe a brand before researching LLM responses? | 1

    Part one of a three-part Semantio series on preparing reliable AI visibility research. Before testing what LLMs say about your brand, define the entity, market, scope and facts that the research is meant to assess.

    Information symbol representing how brands become visible in AI-generated search and recommendation responses

    Mention vs recommendation in AI responses

    A brand mention is not always a recommendation. Learn how to distinguish these AI response events, measure them consistently and interpret them in context.

    Surreal grinning cat against a hypnotic spiral, illustrating a brand hallucination in AI responses

    What Is a Brand Hallucination in AI Responses?

    AI systems can generate convincing but false claims about brands. Learn how to distinguish hallucinations from outdated information, omissions and other brand representation issues.

    CCTV cameras illustrating continuous LLM brand monitoring and AI brand visibility analysis

    What is LLM brand monitoring?

    LLM brand monitoring reveals how ChatGPT, Gemini, Claude and other AI systems mention, recommend and represent your brand over time. Learn what to measure, how to distinguish real trends from response variability and how Semantio turns AI brand visibility into actionable evidence.

    Low-angle view of glass and steel skyscrapers rising into a bright, misty sky.

    What is AI brand visibility?

    AI brand visibility is more than appearing in a chatbot answer. Learn how to measure prompted and spontaneous mentions across systems, distinguish visibility from recommendation and interpret the results without turning a research sample into a universal score.

    Digital advertising screens in Times Square illustrating how brands are represented in large language models

    What is brand representation in large language models?

    A brand may be visible in an AI-generated answer and still be represented inaccurately. This guide explains how LLMs identify, describe, compare and recommend brands – and how to investigate the sources, omissions and errors behind those answers.

    Orange megaphone mounted on a monochrome orange wall.

    GenAI Silences the Megaphone: The Era of Conversational Advertising Begins

    GenAI is transforming the nature of advertising. It's shifting from a more intrusive form into a conversational experience, where the conversation itself becomes an advertising signal.