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    AI Visibility Benchmark Report

    Observations about how AI recommends businesses across industries.

    Research Publication Details

    Published by: QuestionFuel Research

    Report: AI Visibility Research

    Edition: First Edition

    Last Updated: March 2026

    Research Type: Observational Study

    Key findings

    Directory platforms appear frequently in AI recommendations.

    Businesses with strong review signals appear more often in AI answers.

    Clear service descriptions improve AI interpretation.

    Industries studied

    • Home services
    • Health and wellness
    • Professional services
    • Life sciences and biotechnology

    Example AI questions tested

    • Best HVAC company near me
    • Top med spa in Los Angeles
    • Best marketing agency for small businesses

    What these findings mean

    The clearest takeaway: make sure the signals describing your services are clear and consistent across the web.

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