Perception

    Understand not just if AI mentions you — but how

    Track whether AI models recommend, hedge, or warn about your brand. See the exact language they use. Catch sentiment shifts before they impact your pipeline.

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    Sentiment Breakdown
    Positive
    72%
    Neutral
    18%
    Cautious
    8%
    Warning
    2%
    Your brand leads with 72% positive sentiment across all AI models
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    Sentiment categories
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    Mentions analyzed daily
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    AI models tracked
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    Alert response time

    See sentiment in real time

    Every AI response about your brand is captured, analyzed, and classified. Watch the feed to understand not just what AI says — but how it frames your brand relative to competitors.

    AI doesn't just mention or ignore. It recommends with enthusiasm, hedges with qualifiers, or warns with reservations. Each framing has a different impact on the person reading it.

    Five dimensions of AI perception — monitored daily

    From raw classification to trend analysis and alerting — everything you need to manage your brand's AI reputation.

    Every AI mention classified with precision

    Each time an AI model mentions your brand, we analyze the surrounding language and classify the mention as positive, neutral, cautious, or warning. No guesswork — just data.

    847
    Positive
    Recommended, praised, endorsed
    312
    Neutral
    Mentioned without strong opinion
    89
    Cautious
    Hedged, qualified, conditional
    23
    Warning
    Negative framing, warns against

    How it works

    01

    AI responses analyzed

    We parse the language around every brand mention — looking for recommendation language, hedging phrases, and warning patterns.

    02

    Mentions classified & scored

    Each mention is categorized as positive, neutral, cautious, or warning — with the specific language that triggered the classification.

    03

    Perception shifts tracked

    See sentiment trends per model, per query type, and overall — so you can act before negative framing becomes the default.

    Frequently asked questions

    See how AI perceives your brand

    Free instant check across all major AI models. Understand your sentiment baseline.