How We Work

    Case Studies

    Methodology walkthroughs that show exactly how we work: the approach, the measurement, and what a program works toward for SaaS, consumer apps, and B2B brands.

    What a Program Works Toward

    Each walkthrough shows our real methodology and how we measure - transparency about method over dressed-up numbers. We publish client results only with written permission and supporting data. The directional signals every program is managed against:

    Citation share of voice

    How often you are mentioned in AI answers to a fixed panel of category prompts, versus competitors - sampled repeatedly with variance notes.

    Branded search interest

    Branded query impressions in Search Console - the most reliable downstream proxy for being seen in AI answers.

    Qualified inbound signals

    Assistant referral sessions where visible, plus "how did you hear about us" responses naming AI tools.

    Ready to Understand Your AI Visibility?

    Start with an AI Visibility Risk Audit to see how AI systems currently represent your brand.

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